{
 "cells": [
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"https://colab.research.google.com/github/timeseriesAI/tsai/blob/master/tutorial_nbs/09_PredictionDynamics.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "created by Ignacio Oguiza - email: oguiza@timeseriesAI.co"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PredictionDynamics: gain more insights during training\n",
    "\n",
    "> Callback used to visualize model predictions during training. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I've created this callback based on a [blog post](http://karpathy.github.io/2019/04/25/recipe/) by Andrej Karpathy I read some time ago. Some of the advice is a bit out-of-date but most of it is still very relevant. One of the things he recommended was to: \n",
    ">**visualize prediction dynamics**: I like to visualize model predictions on a fixed test batch during the course of training. The “dynamics” of how these predictions move will give you incredibly good intuition for how the training progresses. Many times it is possible to feel the network “struggle” to fit your data if it wiggles too much in some way, revealing instabilities. Very low or very high learning rates are also easily noticeable in the amount of jitter.\" A. Karpathy\n",
    "\n",
    "I've used it lately, and I believe it can provide additional insights during training you don't get with the losses or metrics (that's not their goal). \n",
    "\n",
    "It's designed to work in **classfication, regression and forecasting tasks**. \n",
    "\n",
    "It's also model agnostic, meaning that you can use it with any deep learning model you want.\n",
    "\n",
    "I encourage you to use it with your own datasets and share your findings!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # **************** UNCOMMENT AND RUN THIS CELL IF YOU NEED TO INSTALL/ UPGRADE TSAI ****************\n",
    "# stable = True # Set to True for latest pip version or False for main branch in GitHub\n",
    "# !pip install {\"tsai -U\" if stable else \"git+https://github.com/timeseriesAI/tsai.git\"} >> /dev/null"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "os              : Linux-5.10.133+-x86_64-with-Ubuntu-18.04-bionic\n",
      "python          : 3.7.15\n",
      "tsai            : 0.3.5\n",
      "fastai          : 2.7.10\n",
      "fastcore        : 1.5.27\n",
      "torch           : 1.12.1+cu113\n",
      "device          : 1 gpu (['Tesla T4'])\n",
      "cpu cores       : 1\n",
      "threads per cpu : 2\n",
      "RAM             : 12.68 GB\n",
      "GPU memory      : [14.75] GB\n"
     ]
    }
   ],
   "source": [
    "from tsai.all import *\n",
    "my_setup()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PredictionDynamics in classification tasks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you want to start visualizing the model's predictions of the validation dataset during training the only thing you really need to do is to add PredictionDynamics() to your callbacks (if any). That's it! \n",
    "\n",
    "At the end of every epoch you will be able to see a chart that will display the predictions of the validation set. In this way you will be able to see very quickly what is the impact of changes you've made not only on the loss and metrics, but at a much more granular level."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>balanced_accuracy_score</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2.523998</td>\n",
       "      <td>2.378239</td>\n",
       "      <td>0.365369</td>\n",
       "      <td>0.193581</td>\n",
       "      <td>00:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2.153560</td>\n",
       "      <td>1.699521</td>\n",
       "      <td>0.535280</td>\n",
       "      <td>0.264627</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1.775242</td>\n",
       "      <td>1.399724</td>\n",
       "      <td>0.590024</td>\n",
       "      <td>0.299189</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1.473271</td>\n",
       "      <td>1.260891</td>\n",
       "      <td>0.615977</td>\n",
       "      <td>0.323213</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1.246300</td>\n",
       "      <td>1.107467</td>\n",
       "      <td>0.649230</td>\n",
       "      <td>0.387816</td>\n",
       "      <td>00:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>1.093272</td>\n",
       "      <td>1.095544</td>\n",
       "      <td>0.657340</td>\n",
       "      <td>0.394255</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>0.971963</td>\n",
       "      <td>1.091827</td>\n",
       "      <td>0.659367</td>\n",
       "      <td>0.416831</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>0.885698</td>\n",
       "      <td>1.108662</td>\n",
       "      <td>0.645174</td>\n",
       "      <td>0.424018</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>0.814968</td>\n",
       "      <td>1.105303</td>\n",
       "      <td>0.645580</td>\n",
       "      <td>0.414474</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>0.740442</td>\n",
       "      <td>1.158770</td>\n",
       "      <td>0.630170</td>\n",
       "      <td>0.421276</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>0.671880</td>\n",
       "      <td>1.562108</td>\n",
       "      <td>0.592863</td>\n",
       "      <td>0.385474</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>0.614241</td>\n",
       "      <td>1.351584</td>\n",
       "      <td>0.606245</td>\n",
       "      <td>0.399762</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>0.554169</td>\n",
       "      <td>1.402017</td>\n",
       "      <td>0.596107</td>\n",
       "      <td>0.415628</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>0.480197</td>\n",
       "      <td>1.243670</td>\n",
       "      <td>0.649230</td>\n",
       "      <td>0.443202</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>0.418909</td>\n",
       "      <td>1.363994</td>\n",
       "      <td>0.600973</td>\n",
       "      <td>0.426485</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>0.342159</td>\n",
       "      <td>1.271746</td>\n",
       "      <td>0.644769</td>\n",
       "      <td>0.458689</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>0.278539</td>\n",
       "      <td>1.396539</td>\n",
       "      <td>0.646796</td>\n",
       "      <td>0.428888</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>0.261927</td>\n",
       "      <td>1.627013</td>\n",
       "      <td>0.610300</td>\n",
       "      <td>0.447726</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>0.259735</td>\n",
       "      <td>1.534787</td>\n",
       "      <td>0.659367</td>\n",
       "      <td>0.450457</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>0.216882</td>\n",
       "      <td>1.571966</td>\n",
       "      <td>0.655312</td>\n",
       "      <td>0.478527</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>0.172000</td>\n",
       "      <td>1.408124</td>\n",
       "      <td>0.663017</td>\n",
       "      <td>0.479240</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>0.136567</td>\n",
       "      <td>1.659828</td>\n",
       "      <td>0.636659</td>\n",
       "      <td>0.456137</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>0.106617</td>\n",
       "      <td>1.399997</td>\n",
       "      <td>0.654501</td>\n",
       "      <td>0.494413</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>0.093711</td>\n",
       "      <td>1.641043</td>\n",
       "      <td>0.612733</td>\n",
       "      <td>0.516381</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>0.093743</td>\n",
       "      <td>1.482714</td>\n",
       "      <td>0.658151</td>\n",
       "      <td>0.525902</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>0.076908</td>\n",
       "      <td>1.701207</td>\n",
       "      <td>0.657745</td>\n",
       "      <td>0.433038</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>0.070924</td>\n",
       "      <td>1.625647</td>\n",
       "      <td>0.614355</td>\n",
       "      <td>0.525318</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>0.071182</td>\n",
       "      <td>1.706821</td>\n",
       "      <td>0.682076</td>\n",
       "      <td>0.481374</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>0.068588</td>\n",
       "      <td>1.679354</td>\n",
       "      <td>0.648824</td>\n",
       "      <td>0.480274</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>0.053789</td>\n",
       "      <td>1.499534</td>\n",
       "      <td>0.680049</td>\n",
       "      <td>0.504263</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>0.037850</td>\n",
       "      <td>1.480148</td>\n",
       "      <td>0.670722</td>\n",
       "      <td>0.529212</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>0.026236</td>\n",
       "      <td>1.503195</td>\n",
       "      <td>0.667072</td>\n",
       "      <td>0.542845</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>0.021904</td>\n",
       "      <td>1.489736</td>\n",
       "      <td>0.684509</td>\n",
       "      <td>0.522491</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>0.015237</td>\n",
       "      <td>1.497373</td>\n",
       "      <td>0.685320</td>\n",
       "      <td>0.528615</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>0.010330</td>\n",
       "      <td>1.459060</td>\n",
       "      <td>0.679643</td>\n",
       "      <td>0.531698</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>0.011130</td>\n",
       "      <td>1.477393</td>\n",
       "      <td>0.688159</td>\n",
       "      <td>0.521515</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>0.010318</td>\n",
       "      <td>1.508683</td>\n",
       "      <td>0.685726</td>\n",
       "      <td>0.534037</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>0.007171</td>\n",
       "      <td>1.466866</td>\n",
       "      <td>0.686131</td>\n",
       "      <td>0.545151</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>0.005412</td>\n",
       "      <td>1.534113</td>\n",
       "      <td>0.678021</td>\n",
       "      <td>0.525081</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>0.003733</td>\n",
       "      <td>1.469447</td>\n",
       "      <td>0.692214</td>\n",
       "      <td>0.532350</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>0.002535</td>\n",
       "      <td>1.492054</td>\n",
       "      <td>0.691809</td>\n",
       "      <td>0.537798</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>0.001930</td>\n",
       "      <td>1.488016</td>\n",
       "      <td>0.694647</td>\n",
       "      <td>0.539988</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>0.001586</td>\n",
       "      <td>1.500340</td>\n",
       "      <td>0.690592</td>\n",
       "      <td>0.536496</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>0.001301</td>\n",
       "      <td>1.487458</td>\n",
       "      <td>0.692620</td>\n",
       "      <td>0.536885</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>0.001296</td>\n",
       "      <td>1.498313</td>\n",
       "      <td>0.697486</td>\n",
       "      <td>0.537654</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>0.001162</td>\n",
       "      <td>1.488402</td>\n",
       "      <td>0.693431</td>\n",
       "      <td>0.537936</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>0.001049</td>\n",
       "      <td>1.507033</td>\n",
       "      <td>0.698297</td>\n",
       "      <td>0.538353</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>1.492200</td>\n",
       "      <td>0.693025</td>\n",
       "      <td>0.536622</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      <td>0.001037</td>\n",
       "      <td>1.509649</td>\n",
       "      <td>0.695864</td>\n",
       "      <td>0.538776</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49</td>\n",
       "      <td>0.000952</td>\n",
       "      <td>1.495504</td>\n",
       "      <td>0.691403</td>\n",
       "      <td>0.536719</td>\n",
       "      <td>00:01</td>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>balanced_accuracy_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>0.000952</td>\n",
       "      <td>1.495504</td>\n",
       "      <td>0.691403</td>\n",
       "      <td>0.536719</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
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       "  <style>\n",
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       "      display:flex;\n",
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       "\n",
       "    .colab-df-convert {\n",
       "      background-color: #E8F0FE;\n",
       "      border: none;\n",
       "      border-radius: 50%;\n",
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       "    }\n",
       "\n",
       "    .colab-df-convert:hover {\n",
       "      background-color: #E2EBFA;\n",
       "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
       "      fill: #174EA6;\n",
       "    }\n",
       "\n",
       "    [theme=dark] .colab-df-convert {\n",
       "      background-color: #3B4455;\n",
       "      fill: #D2E3FC;\n",
       "    }\n",
       "\n",
       "    [theme=dark] .colab-df-convert:hover {\n",
       "      background-color: #434B5C;\n",
       "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
       "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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       "      <script>\n",
       "        const buttonEl =\n",
       "          document.querySelector('#df-484b0dc0-7ea6-4d15-8c45-3f56c6e63094 button.colab-df-convert');\n",
       "        buttonEl.style.display =\n",
       "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
       "\n",
       "        async function convertToInteractive(key) {\n",
       "          const element = document.querySelector('#df-484b0dc0-7ea6-4d15-8c45-3f56c6e63094');\n",
       "          const dataTable =\n",
       "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
       "                                                     [key], {});\n",
       "          if (!dataTable) return;\n",
       "\n",
       "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
       "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
       "            + ' to learn more about interactive tables.';\n",
       "          element.innerHTML = '';\n",
       "          dataTable['output_type'] = 'display_data';\n",
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       "  </div>\n",
       "  "
      ],
      "text/plain": [
       "    train_loss  valid_loss  accuracy  balanced_accuracy_score\n",
       "49    0.000952    1.495504  0.691403                 0.536719"
      ]
     },
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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total time              : 78.142091\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "78.142091"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X,y,splits = get_UCR_data('LSST', split_data=False)\n",
    "tfms=[None, TSClassification()]\n",
    "batch_tfms = [TSStandardize(by_sample=True)]\n",
    "dls = get_ts_dls(X,y,splits=splits,tfms=tfms, batch_tfms=batch_tfms)\n",
    "learn = ts_learner(dls, InceptionTimePlus, metrics=[accuracy, BalancedAccuracy()], cbs=PredictionDynamics())\n",
    "timer.start()\n",
    "learn.fit_one_cycle(50, 1e-3)\n",
    "timer.stop()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This callback adds some overhead to the training process, and thus it's a bit slower (in my experience just marginally).\n",
    "In this case it's taken 78 seconds to train this model using this callback. Let's see how long does it take to train without the callback."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>balanced_accuracy_score</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2.467472</td>\n",
       "      <td>2.358184</td>\n",
       "      <td>0.325629</td>\n",
       "      <td>0.164527</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2.102029</td>\n",
       "      <td>1.716008</td>\n",
       "      <td>0.543796</td>\n",
       "      <td>0.281223</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1.738353</td>\n",
       "      <td>1.354078</td>\n",
       "      <td>0.611517</td>\n",
       "      <td>0.319294</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1.445465</td>\n",
       "      <td>1.173358</td>\n",
       "      <td>0.658151</td>\n",
       "      <td>0.361624</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1.234381</td>\n",
       "      <td>1.161743</td>\n",
       "      <td>0.625710</td>\n",
       "      <td>0.378895</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>1.081438</td>\n",
       "      <td>1.110411</td>\n",
       "      <td>0.649230</td>\n",
       "      <td>0.379578</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>0.962720</td>\n",
       "      <td>1.836739</td>\n",
       "      <td>0.459854</td>\n",
       "      <td>0.288023</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>0.873409</td>\n",
       "      <td>1.137848</td>\n",
       "      <td>0.623682</td>\n",
       "      <td>0.433010</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>0.825204</td>\n",
       "      <td>1.051876</td>\n",
       "      <td>0.656123</td>\n",
       "      <td>0.422945</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>0.766313</td>\n",
       "      <td>1.214325</td>\n",
       "      <td>0.603001</td>\n",
       "      <td>0.402398</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>0.699124</td>\n",
       "      <td>1.201132</td>\n",
       "      <td>0.610300</td>\n",
       "      <td>0.417212</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>0.629510</td>\n",
       "      <td>1.166128</td>\n",
       "      <td>0.656529</td>\n",
       "      <td>0.395593</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>0.556701</td>\n",
       "      <td>1.319068</td>\n",
       "      <td>0.619221</td>\n",
       "      <td>0.410995</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>0.513883</td>\n",
       "      <td>1.306040</td>\n",
       "      <td>0.645985</td>\n",
       "      <td>0.416629</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>0.424178</td>\n",
       "      <td>1.242756</td>\n",
       "      <td>0.634225</td>\n",
       "      <td>0.459321</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>0.374620</td>\n",
       "      <td>1.427632</td>\n",
       "      <td>0.652474</td>\n",
       "      <td>0.421629</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>0.340161</td>\n",
       "      <td>1.318205</td>\n",
       "      <td>0.663828</td>\n",
       "      <td>0.455785</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>0.265610</td>\n",
       "      <td>1.383171</td>\n",
       "      <td>0.658962</td>\n",
       "      <td>0.430310</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>0.242882</td>\n",
       "      <td>1.265254</td>\n",
       "      <td>0.662206</td>\n",
       "      <td>0.523433</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>0.205321</td>\n",
       "      <td>1.500809</td>\n",
       "      <td>0.606245</td>\n",
       "      <td>0.471874</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>0.166008</td>\n",
       "      <td>1.629116</td>\n",
       "      <td>0.599757</td>\n",
       "      <td>0.459293</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>0.140484</td>\n",
       "      <td>1.540168</td>\n",
       "      <td>0.643552</td>\n",
       "      <td>0.446636</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>0.121242</td>\n",
       "      <td>1.453932</td>\n",
       "      <td>0.665856</td>\n",
       "      <td>0.486073</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>0.124257</td>\n",
       "      <td>1.534743</td>\n",
       "      <td>0.652879</td>\n",
       "      <td>0.474090</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>0.113016</td>\n",
       "      <td>1.651396</td>\n",
       "      <td>0.637470</td>\n",
       "      <td>0.487295</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>0.102386</td>\n",
       "      <td>1.526512</td>\n",
       "      <td>0.646391</td>\n",
       "      <td>0.498158</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>0.091991</td>\n",
       "      <td>1.564942</td>\n",
       "      <td>0.646391</td>\n",
       "      <td>0.516064</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>0.068709</td>\n",
       "      <td>1.412858</td>\n",
       "      <td>0.679643</td>\n",
       "      <td>0.505692</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>0.046395</td>\n",
       "      <td>1.495152</td>\n",
       "      <td>0.677210</td>\n",
       "      <td>0.535633</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>0.038785</td>\n",
       "      <td>1.597982</td>\n",
       "      <td>0.668289</td>\n",
       "      <td>0.508413</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>0.025412</td>\n",
       "      <td>1.440867</td>\n",
       "      <td>0.688159</td>\n",
       "      <td>0.523505</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>0.023768</td>\n",
       "      <td>1.482958</td>\n",
       "      <td>0.684915</td>\n",
       "      <td>0.530986</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>0.020659</td>\n",
       "      <td>1.496635</td>\n",
       "      <td>0.685726</td>\n",
       "      <td>0.533978</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>0.018850</td>\n",
       "      <td>1.467070</td>\n",
       "      <td>0.678832</td>\n",
       "      <td>0.522762</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>0.015579</td>\n",
       "      <td>1.465848</td>\n",
       "      <td>0.676805</td>\n",
       "      <td>0.537962</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>0.013263</td>\n",
       "      <td>1.550744</td>\n",
       "      <td>0.681265</td>\n",
       "      <td>0.533474</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>0.009754</td>\n",
       "      <td>1.497271</td>\n",
       "      <td>0.681265</td>\n",
       "      <td>0.537812</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>0.006686</td>\n",
       "      <td>1.509210</td>\n",
       "      <td>0.695864</td>\n",
       "      <td>0.533543</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>0.006118</td>\n",
       "      <td>1.492843</td>\n",
       "      <td>0.688159</td>\n",
       "      <td>0.530763</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>0.005646</td>\n",
       "      <td>1.490399</td>\n",
       "      <td>0.688970</td>\n",
       "      <td>0.532376</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>0.004272</td>\n",
       "      <td>1.517737</td>\n",
       "      <td>0.688970</td>\n",
       "      <td>0.535616</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>0.003045</td>\n",
       "      <td>1.492192</td>\n",
       "      <td>0.688159</td>\n",
       "      <td>0.537447</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>0.002060</td>\n",
       "      <td>1.496704</td>\n",
       "      <td>0.688564</td>\n",
       "      <td>0.540889</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>0.001690</td>\n",
       "      <td>1.498940</td>\n",
       "      <td>0.694647</td>\n",
       "      <td>0.537858</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>0.001399</td>\n",
       "      <td>1.490118</td>\n",
       "      <td>0.694242</td>\n",
       "      <td>0.540351</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>0.001402</td>\n",
       "      <td>1.499657</td>\n",
       "      <td>0.691403</td>\n",
       "      <td>0.537353</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>0.001276</td>\n",
       "      <td>1.497088</td>\n",
       "      <td>0.692214</td>\n",
       "      <td>0.542465</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>0.001188</td>\n",
       "      <td>1.502335</td>\n",
       "      <td>0.694647</td>\n",
       "      <td>0.536499</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      <td>0.001010</td>\n",
       "      <td>1.508664</td>\n",
       "      <td>0.693025</td>\n",
       "      <td>0.537204</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49</td>\n",
       "      <td>0.001026</td>\n",
       "      <td>1.529172</td>\n",
       "      <td>0.691809</td>\n",
       "      <td>0.532945</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total time              : 56.166973\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "56.166973"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn = ts_learner(dls, InceptionTimePlus, metrics=[accuracy, BalancedAccuracy()])\n",
    "timer.start()\n",
    "learn.fit_one_cycle(50, 1e-3)\n",
    "timer.stop()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "56 seconds vs 72. In this case, training time took about 16s longer. \n",
    "\n",
    "In most cases I've used the extra time is approx .3 seconds per epoch. I'll leave it up to you to decide if it's worthwhile adding the callback."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Callback parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are a few callback parameters you may want to tweak (although the default ones will work in most cases): \n",
    "* show_perc:  percent of samples from the valid set that will be displayed. Default: 1 (all). You can reduce it if the number is too high and the chart is too busy.\n",
    "* alpha:      level of transparency. Default:0.3. 1 means no transparency.\n",
    "* figsize:    size of the chart. You may want to expand it if too many classes.\n",
    "* size:       size of each sample in the chart. Default:30. You may need to decrease it a bit if too many classes/ samples.\n",
    "* color:      color used in regression plots.\n",
    "* cmap:       color map used in classification plots."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use with context managers:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sometimes training time per epoch is very small, and it may be difficult to see the chart correctly. In that case you can use the context managers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
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",
      "text/plain": [
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       "      <th>49</th>\n",
       "      <td>0.000824</td>\n",
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       "    train_loss  valid_loss  accuracy  balanced_accuracy_score\n",
       "49    0.000824     1.50876  0.711679                 0.551465"
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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, y, splits = get_UCR_data('LSST', split_data=False)\n",
    "tfms=[None, TSClassification()]\n",
    "batch_tfms = [TSStandardize(by_sample=True)]\n",
    "dls = get_ts_dls(X,y,splits=splits,tfms=tfms, batch_tfms=batch_tfms)\n",
    "learn = ts_learner(dls, InceptionTimePlus, metrics=[accuracy, BalancedAccuracy()], cbs=[ShowGraph(), PredictionDynamics()])\n",
    "with ContextManagers([learn.no_logging()]): \n",
    "    learn.fit_one_cycle(50, 1e-3)\n",
    "learn.plot_metrics()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PredictionDynamics in regression tasks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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       "        buttonEl.style.display =\n",
       "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
       "\n",
       "        async function convertToInteractive(key) {\n",
       "          const element = document.querySelector('#df-8938246c-e2c7-4c8d-9154-3b1b571ab653');\n",
       "          const dataTable =\n",
       "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
       "                                                     [key], {});\n",
       "          if (!dataTable) return;\n",
       "\n",
       "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
       "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
       "            + ' to learn more about interactive tables.';\n",
       "          element.innerHTML = '';\n",
       "          dataTable['output_type'] = 'display_data';\n",
       "          await google.colab.output.renderOutput(dataTable, element);\n",
       "          const docLink = document.createElement('div');\n",
       "          docLink.innerHTML = docLinkHtml;\n",
       "          element.appendChild(docLink);\n",
       "        }\n",
       "      </script>\n",
       "    </div>\n",
       "  </div>\n",
       "  "
      ],
      "text/plain": [
       "     train_loss  valid_loss       mae     _rmse\n",
       "299    0.427422    7.589998  2.040455  2.754995"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 936x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ZOXu0bwvs3+78bVjr/M3F5zqNC/G5zu9lfM73jzXn4P8ojLXev6R5eGYXu37FYrKP04r/zqKt3Pr6Ik7ulsY/ryz0m0vV+/ucrscTyPsGgb1//rZvK1asoEePHo1atjUG8nra0fbXGLPAWlvopUg+o7Cw0M6fPx+AkrJKRjwwnZO6pfLk5QNatN1j/k3UVDmDhPdtcYqMqnLnQzrENTC78oBToFTsd927WpQPbIc9m5wCPyTcuUUmfn+LSHCKkbSeTit2YtMmq3DL33BtDWyZByveg5XvOUViUCj0vwJOvAPis4+9bvVh2L0KNnwBm750DmDKdjr7DU4RmT0AcgY64wrSelIalERSakbzslZXOgcUhw86BVBIuPN6+7Y67/vhg85rRic7RV/d47GZThepiARnQHdMRqPPyBzzPS7fA6unwuqPYNtC54wBOAcUiR2c8SUR8ZDdzzkbEJvh/MwPu4ruQ7ude1vj5ItOdRXD5sj7miqnSK+pcgrs4FDnZ2Rrne5RRV87Byl7t/ywYA+NdgrHiDjnYDQs2rmPSoa4TKeYTOvhHBDW/S7X1kLlPmeg+8HdsHWBc/Zp45eu7mY4B0WYoxwIG2efg8Oc9+doB8pRydB+mHPgZ2uo2LOdiD2rnXErsZlOkVu88odngUyQc2YlpYvr/dvlnKmpbsJECEmdnN+B6gonX1yW897kDHSyFM13zrTtWukccNQdGMakOT8HE+y8jxEJHLJhRCVlOftXeeD7/a457Bzg7tnorB8c6hyYlKz54VmsmIzvC/u4LOe9t9bp4lZ3MLCvyNlefeFxzu9RjKtr6eEy5/csNh2Su0DvC5yfZ93bdozPC58o+iOzutpDW1c1WMg/9fk6/vrRSt66YSj92yW2UrqW8bfiqikCed8gsPfP3/ZNRb+K/jr1i36Av09bzSOfruG9Xwynd07zW8P87W/C7XmtdVqxF/zb6QoEzgDh1O5O4XWoxClyaiqdom7Ppu+LzMQ8V5GU7nQJaTfEaf0OCfNsZg9rdN7yPc7B08ZZsHcT1FQ7ByQ7Fh9ZvLmVcX4+6b0gKY+y8HRicvKdQr6uYHWHw4dcZ74WuFqma50CPjrVOXD87uzMXufgLDLRaf03wd9nsBaKV8DGL5zCNiiU2rAYgjLynYK+rNj5nUrKc8acxGY429y7yTnjtmeDq/tRknP2Ib2X8/rBIa7WfevkqqtpI+KcwnvLPFj3mfO7GxLudAE7sM0prOsX45FJztmfpI7OAVbJOucAwxhnubqD+R9PAlBfRILzd2BrnIPixPZOIZ7W03WA1ck5U9KQ2lrntfdtcQ7E6w4EDuxw3qegYOcArrrC+b5krfOaKd2cA/XIRMyF/zrq54VPfDJ2SIpoVMv9hMHteOyzNUyeu9lvin4REfGca0/M48XZG3lw6ipevHqQt+P4L2OcQv3Mv8OwW+Hrfzotlxu/AIzTgh4eB6EJTitlr/NcXXWGOi2XbVlkInQ91bnVV13p9Js/tNs5MAiLgagU572MSnGK1QPbnZZ1WwtYV9Fa7z44zGmlDw5zitHaKuegwtZCatcfdPs4XFoKnjioCouCrmOdmztYC8awtzUOArP6wQk/O/LxqnLY9o3z88nq53QDamh8Rm0te3ZuJjHCOD+P8FjAOgcDJsh9g72Dgr4fk5TTiHaesl2w9D/OlL2HSp2Dp2PwiaI/PKRxA2FiI0I5uyCLt7/Zyq9O7UZaXCOOmEREJGDFRoRyw8jO3PfBCuasL2Fwx+SGV5LjS2wPY//k7RT+LyQcMvscf5nkTs6tLfGF7tmhkc4Ba/uhjV8nKAgbHgeJPzpQ8dQg+MaKSYXB1zu3Orcc/T32u2HnE0d0wlr47dtL8YWuSSIi4l1XDGlPelw4D368Sp8LIiLH4BNFv6kbINIIeSnR/HJsVz5ZsZNZa3d7MJWISPPExDgzyWzbto0LLrjgqMuMHDmS+n3TpfkiQoO5eXQXFmzaw/RVxd6OIyLik3yi6A/es/77i6c0wpVDO5AeF84zM9Z7MJWISMtkZWXx5ptvejtGm3BRYS7tk6N48OPV1NaqtV9E5McaLPqNMbnGmOnGmOXGmGXGmFtcjycZY6YZY9a47hNdjxtjzKPGmLXGmMXGmP4NprAWXrvcGVjRCOEhwVw9LI9Za3fz9cbSRq0jItJcd955J0888cR3399zzz38+c9/ZvTo0fTv35/evXvzzjvvHLHexo0byc/PB6C8vJxLLrmEHj16cO6551Je3oQp56RBocFB3D6mKyu27+e9xdu8HUdExOc0ZiBvNfBLa+1CY0wssMAYMw24CvjUWnu/MeZO4E7gN8DpQBfX7QTgKdf9MdXG5zqzBLx3C5z7TKMGeVw+uD0vzdnEra8t4oObTyQ+ykOX6RYR3/Lhnc7/i2MIds0M0SQZveH0+4/59MUXX8ytt97KjTfeCMCUKVP4+OOPufnmm4mLi2P37t0MHjyY8ePHH3MmsqeeeoqoqChWrFjB4sWL6d+/4fYQaZqz+mTx9Iz1/G3qKk7LzyA8RBdyFBGp02BLv7V2u7V2oevrA8AKIBs4G3jBtdgLwDmur88GXrSOOUCCMSbzeK9RGxYLo34Li193LhPeCDHhITx2aT+KD1Rw5b/msb+ikVdMFBFpon79+lFcXMy2bdv49ttvSUxMJCMjg9/+9rf06dOHU045ha1bt7Jz585jbmPmzJlMmDABgD59+tCnTwOzekiTBQUZ7jq9O1tKy3llTuO7jIqItAVNmrLTGNMB6AfMBdKtta5L77EDcF0mjGxgS73VilyPba/3GMaYicBEgOzsbErzryZ2zWeEfPhr9iX0ojahQ4N52sfAX8d35dfvrOaetxfxu1N9b9qr8vJySksDswtSIO8bBPb++du+1dbWUl3tupDKmD83uGxQQ/MtH0119XGfPv/883n99dfZuXMnF1xwAS+++CLFxcXMnTuX0NBQOnfuTFlZ2Xc5q6urf/C1tZaamprvHrPW/mCZH++DP/18fMmIrqkM75zCY5+t4fwBOcRH6iywiAg0oeg3xsQA/wFutdbur38K21prjTFNGjllrZ0ETAIoKCiwSckpcOE/4amhJHx6B1z9sXM1tQacd0ISC7eX8/rXW/jl6flkJ0Q2JYbH+dsVCJsikPcNAnv//G3fdu7c2eir7HrqiryXXnop1113Hbt372bGjBlMmTKF9PR0IiMjmT59Ops2bSIkJOS71/7x1yeddBKvv/46Y8aMYenSpSxZsuQHy9QXFBTkVz8fX3Pn6d0587FZPD1jHb85rbu344iI+IRGNYcZY0JxCv5XrLVvuR7eWddtx3VfN0/aVqD+5flyXI81LD4HzvyHc6nn2Y83ahWAG0Z2BuDZmZrNR0Q8o1evXhw4cIDs7GwyMzO5/PLLmT9/Pr179+bFF1+ke/fjF5c///nPKSsro0ePHvzhD39gwIABrZS87cnPjufcftk8P2sD2/ZqwLSICDSipd84TfrPASustQ/Xe+pd4Ergftf9O/Ue/4Ux5jWcAbz76nUDalj+ebDkDZjxIPS5GOKyGlwlKyGSsb0yeGfRVn57Rg/CGnmFXxGRpliy5PsBxCkpKcyePfuoy5WVlQHQoUMHli5dCkBkZCSvvfaa50MKAL8c25X/Ld7Ow9NW87cL+3o7joiI1zWmOh4GXAGcbIxZ5LqdgVPsjzHGrAFOcX0P8AGwHlgLPAvc0ORUp/4Faqth2h8avcr5/bPZc6iKGat3NfnlRESk9RljutX7XFlkjNlvjLnVHdvOSYziqmEd+M/CIlZs3++OTYqI+LXGzN4zy1prrLV9rLUFrtsH1toSa+1oa20Xa+0p1tpS1/LWWnujtbaTtba3tbbpl5xMyoNhtzgt/hu/bNQqJ3ZJJTk6jLcWFjX55UREpPVZa1fVfa4AA4BDwNvu2v6NIzsTFxHK//twpbs2KSLit3y3H8zw2yAuGz79o3PxrgaEBgcxviCLT1cUs++Qpu8UEfEzo4F11tpN7tpgfFQoN53cmZmrdzF9VXHDK4iIBDDfLfrDopzCf8sc2NS41v7z+uVwuKaW95foaowigcY24uA/ELSV/TyKS4DJ7t7oT4Z0oENyFPf9bwVVNbXu3ryIiN9w/7x27tRvAsx4AGY+CB2GN7h4fnYcXdJieP3rLVw2qN0xr4wpIv4lIiKCkpISkpOTA/rv2lpLSUkJERER3o7SqowxYcB44K5jPP/ddV1yc3ObfA2DW0bkctvbq3h2+gou6X/0a0X627Ur/C0v+F9m5fUsf8sL/pm5Pt8u+kMjYehNMO33sOVryB143MWNMVw9PI+73lrC56t3MapbWisFFRFPysnJoaioiF27Gh6o3+yLc/mIiIgIcnJyvB2jtZ0OLLTWHvWSxvWv61JYWGibeg2DcwYl8uaS3Uz6aiuXDe1CQlTYEcv427Ur/C0v+F9m5fUsf8sL/pm5Pt8u+gEKr4ZZDzu3Sxs+83vBgBye/Hwt//hkjYp+kQARGhpKXl5eo5b193/KbdSleKBrTx1jDL8/sydnPPIF//hkDfeM7+WplxIR8Vm+3xwWHgMDr4VVH8Kehsd3hQYHcfWwPL7dspdVOw60QkAREWkuY0w0MAZ4q6FlW6J7RhyXDmrHS3M2sbZYnw0i0vb4ftEPMOAqMAYW/LtRi4/vm0VIkOGtbzR9p4iIL7PWHrTWJltr93n6tW4f05Wo0GDu+98KT7+UiIjP8Y+iPz4Hup4O37wMNdUNLp4cE87Ibqn895ut1NS22ZkwRESknuSYcG4e3YXpq3YxfaWm8BSRtsU/in6AgkvhYDFsnNmoxc/rn8PO/ZV8tW63h4OJiIi/uHJoBzqmRnP3u8uoqKrxdhwRkVbjP0V/5zEQHg9L3mzU4id3TyM2IoS3F271cDAREfEXYSFB/OnsfDaXHuKpz9d5O46ISKvxn6I/NAJ6ngXL34Wq8gYXjwgN5sw+WXy4dAcHKxvuEiQiIm3DsM4pnNU3i6dmrGPj7oPejiMi0ir8p+gH6H0hHD4Aqz9u1OLn9sumvKqGacuPOvWziIi0Ub8b14Ow4CDufndZW74Ksoi0If5V9Hc4EWLSYckbjVq8sH0i2QmR/HeRuviIiMj30uMiuG1MV2as3sXHy3Z4O46IiMf5V9EfFAz558OaqVDR8OxuQUGGs/pm8cWa3ZSUVbZCQBER8RdXDmlP94xY7n1vOYcOa1CviAQ2/yr6AXqcBTWHYf3njVr8nH5Z1NRa/rdku2dziYiIXwkJDuLP5+SzfV8Fk77SdV1EJLD5X9GfM8iZxWfNtEYt3j0jju4Zsfz3G3XxERGRHyrskMRFhTm8On87K3fs93YcERGP8b+iPzgEOo1yiv5GDr4aX5DFws172VxyyMPhRETE39x1eg9iwoO5660l1OqCjiISoPyv6AfoMhbKdsCOJY1afHzfLADeX7LNk6lERMQPJUaHcfuoDnyzeS+Tv97s7TgiIh7hn0V/51Oc+zVTG7V4TmIU/dol8P636tcvIiJHGtcrhSEdk7n/w5UUH6jwdhwREbfzz6I/Nh0yCxrdrx9gXO9Mlm/fz/pdZR4MJiIi/sgYw5/PzaeyqpY/vb/C23FERNzOP4t+cLr4FM2DQ6WNWnxcn0wAPtAsPiIichSdUmO4YVQn3vt2GzNW7/J2HBERt/Ljon8M2FrYMKNRi2fGR1LYPpH3F6voFxGRo/v5yE50TInmd/9dQrnm7heRAOK/RX9WPwiNhk1fNXqVcX0yWbnjAGuLD3gwmIiI+KvwkGD+fG4+W0rL+ccnq70dR0TEbfy36A8OhdxBTSr6z+idiTHwv8W65LqIiBzd0E4pXDool2e/WM+3W/Z6O46IiFv4b9EP0H4Y7FzW6H796XERDGiXyNTlKvpFROTY7jqjB6mx4fzmP4s5XF3r7TgiIi3m50X/UMDClrmNXmVsr3SWbdvPllJdqEtExNuMMQnGmDeNMSuNMSuMMUO8nQkgLiKU+87pzcodB3jq83XejiMi0mL+XfRnD4DgcNg4q9GrjOmZAcC05Ts9lUpERBrvEeAja213oC/gM/NlntIznfF9s3h8+hpW79RYMBHxb/5d9IdGQE5hk/r156VE0zU9RnNZMzIAACAASURBVF18RES8zBgTD4wAngOw1h621vpUJ/q7z+pJbEQov35zMTW11ttxRESaLcTbAVqs/VD44mGoPADhsY1a5dReGTwxfS17Dh4mMTrMwwFFROQY8oBdwL+MMX2BBcAt1tqD9RcyxkwEJgLk5uZSWtq4cVxNUV5eftTtGuCOUe357ftreGLaMiYMzHL7azfHsfL6Mn/LrLye5W95wT8z1xcYRf/MB2HLPOg8ulGrjO2ZwWOfreWTFTu5sDDXwwFFROQYQoD+wE3W2rnGmEeAO4Hf11/IWjsJmARQWFhok5KS3B6ktLSUY2330mGJfLZuP49/sYUz+rWnc1rjGpg86Xh5fZW/ZVZez/K3vOCfmevz7+49ALkngAmGzbMbvUp+dhyZ8RFMVb9+ERFvKgKKrLV1szG8iXMQ4FOMMfzlvHyiw4K5fcq3VNVoNh8R8T/+X/SHRUNaT9i6sNGrGGMY2zOdL9bs0hUXRUS8xFq7A9hijOnmemg0sNyLkY4pLTaC+87tzeKifTw5XbP5iIj/8f+iHyC7H2xbCLbxg6xO7ZVBRVUtM9fs8mAwERFpwE3AK8aYxUAB8Bcv5zmmM3pncnZBFo99toYlRfu8HUdEpEkCpOgfAOV7YM+GRq8yMC+J+MhQPl6mWXxERLzFWrvIWltore1jrT3HWrvH25mO54/j80mOCeP2KYuoqNKZYhHxH4FR9Ge5uoA2oYtPaHAQo7un8emKYqrVP1NERBohPiqUBy7oy5riMh6ausrbcUREGi0wiv60HhAS0aSiH5yr8+4rr2LeRv+dfklERFrXSV1TufyEdvxz1ga+Wrvb23FERBolMIr+4FDI7Ov062+CEV1TCQ8JYuoyzeIjIiKN93/jepCXEs3tU75lz8HD3o4jItKgBot+Y8zzxphiY8zSeo/dY4zZaoxZ5LqdUe+5u4wxa40xq4wxp3oq+BGy+sO2RVBT3ehVosJCOLFLKtOW78Q2YRCwiIi0bVFhITx6ST9KDlZy11tL9BkiIj6vMS39/wZOO8rjf7fWFrhuHwAYY3oClwC9XOs8aYwJdlfY48ruD9XlsGtlk1Yb2yudrXvLWbZtv4eCiYhIIMrPjueOsd34aNkOXv96i7fjiIgcV4NFv7V2JtDYTu9nA69ZayuttRuAtcCgFuRrvOwBzv3WBU1abXT3NIIMTNUsPiIi0kTXndiRYZ2Tufe95azbVebtOCIixxTSgnV/YYz5CTAf+KVrmrVsYE69ZYpcjx3BGDMRmAiQnZ1NaWlLB9MmkBAex+ENszmUd1aj1zJAv5w4PliyjasKU1uY4Ujl5eVu2DffFMj7BoG9f9o3EfcICjI8dGEBpz0yk1te+4a3fj6MsJDAGC4nIoGluUX/U8CfAOu6fwi4uikbsNZOAiYBFBQU2KSkpGZGqSergIjSlUQ0cVtn9M3hT+8v54ANp31ydMtz1FNaWopb9s0HBfK+QWDvn/ZNxH0y4iP46/l9+NlLC3jw45X837ie3o4kInKEZjVHWGt3WmtrrLW1wLN834VnK5Bbb9Ec12OtI703FK+A2qZdMGVsz3QAzeIjIiLNcmqvDK4Y3J5nv9jAZyv1WSIivqdZRb8xJrPet+cCdTP7vAtcYowJN8bkAV2AeS2L2AQZ+VBdASXrmrRablIUPTLjmLpc/fpFRKR5/m9cD3pkxvHLKd+yfV+5t+OIiPxAY6bsnAzMBroZY4qMMdcADxhjlhhjFgOjgNsArLXLgCnAcuAj4EZrbetdpzw937nfuaTJq57aK535m/awu6zSzaFERKQtiAgN5onL+lFZXcstkxfpau8i4lMaM3vPpdbaTGttqLU2x1r7nLX2Cmttb2ttH2vteGvt9nrL32et7WSt7Wat/dCz8X8ktRsEhcCOpQ0v+yNje2ZgLXy6QqdlRUSkeTqmxnDfufnM21jKI5+u8XYcEZHvBNYUAyHhkNINdja96O+RGUtOYiQfq1+/iIi0wLn9crhwQA6PT1/LrDW7vR1HRAQItKIfnH79zWjpN8YwtmcGs9bupqyy8Vf1FRER+bF7z+5Fp9QYbn39G/XvFxGfEHhFf3ovOLANDjV9nu5Te6VzuLqWmat3eSCYiIi0FVFhITw9oT/lh2u4/uWFVFa33vA2EZGjCcCiv24wb9Nb+we0TyQpOkxX5xURkRbrnBbLQxf15dste7n7nWXejiMibVzgFf0ZvZ37ZnTxCQkOYnT3ND5dWczhas26ICIiLXNafiY3jurEa19v4dW5m70dR0TasMAr+mPSIDqtWS39AGN7ZXCgopq5G0rcHExERNqi28d0Y0TXVO5+dykLNu3xdhwRaaMCr+gH12Deps/VD3BilxQiQ4N1dV4RkVZgjNnouu7LImPMfG/n8YTgIMOjlxSQGR/JDa8soPhAhbcjiUgbFJhFf3ov2LUKaps+cCoiNJiTuqYybflOamutB8KJiMiPjLLWFlhrC70dxFMSosJ45ooB7C+v5sZXFqoLqYi0usAs+lO7Q00l7NnYrNXH9kpnx/4KFm/d595cIiLSZvXIjOOvF/Th6417+PP/lns7joi0MSHeDuARqT2c+10rIblTk1c/uXsawUGGqct2UJCb4OZwIiJSjwWmGmMs8Iy1dtKPFzDGTAQmAuTm5lJa2vQpmRtSXl7uke3+2PDcCK4YmMmLszfRMSGE8b3TmrWd1srrTv6WWXk9y9/ygn9mri9Ai/6uzv2uldB9XJNXT4gKY3DHJKYu38mvT+vu5nAiIlLPcGvtVmNMGjDNGLPSWjuz/gKuA4FJAIWFhTYpKcntIUpLS/HEdo/m7nMSWFd6mL9M20D/Thn0yWl641Jr5nUXf8usvJ7lb3nBPzPXF5jde8JjIS7H6dffTGN7ZrC2uIx1u8rcGExEROqz1m513RcDbwODvJvI80KCg3j8sv6kxoRz/UsLKCmr9HYkEWkDArPoB0jrDsUrmr36mJ7pAJrFR0TEQ4wx0caY2LqvgbFA8+Zb9jNJ0c7A3pKDh/n5K7pir4h4XuAW/andYffqZs3gA5CVEEnv7HimLtfVeUVEPCQdmGWM+RaYB/zPWvuRlzO1mvzseB64oA/zNpTymzcXY61mjBMRzwnMPv0Aqd2gugL2boakvGZtYmzPdB6atpri/RWkxUW4OaCISNtmrV0P9PV2Dm86uyCbLaWH+NvU1bRLiuL2sd28HUlEAlQAt/TXm8GnmU7NzwBg2gp18REREc+4cVRnLirM4dHP1jJl/hZvxxGRABXARX+9GXyaqUtaDB2So/hoqbr4iIiIZxhjuO/c3gzvnMJv31rCrDW7vR1JRAJQ4Bb9EfEQm9WiGXyMMZyan8HsdSXsO1TlxnAiIiLfCw0O4skJ/emUGsPPX17Aqh0HvB1JRAJM4Bb90OIZfABOz8+kutaqi4+IiHhUXEQoz/90IJFhwfz0X/PYub/C25FEJIAEdtH/3Qw+tc3eRN+ceLLiI/ho6XY3BhMRETlSdkIkz181kL3lVVzzwtccrKz2diQRCRABXvR3g6pDsK/5A6PquvjMXLObMv3zFRERD8vPjufxy/qxfNt+bpr8DdU1zW+4EhGpE9hFf3IX575kTYs2c3p+Joera/lsZbEbQomIiBzfyd3TuXd8Lz5bWcy97y3XHP4i0mKBXfSn1BX961q0mQHtE0mJCVcXHxERaTVXDOnAxBEdeWnOJibNXO/tOCLi5wL34lwA0akQHge7W9bSHxxkOLVXOm8t3Er54Roiw4LdFFBEROTY7jytO1v3lvP/PlxJQlQoFw9s5+1IIuKnArul3xhI7tzi7j3gdPEpr6phxupdbggmIiLSsKAgw98vKuDELinc9dYSPlyiM84i0jyBXfSDq+hvWfcegBM6JpEQFaouPiIi0qrCQoJ45ooB9GuXyC2vLeKLNWp8EpGmC/yiP6WLM3vP4UMt2kxocBBjeqTz6YpiKqpq3BRORESkYVFhITx/5UA6pkbzs5cWsHibLt4lIk0T+EV/cmfnvrTlrf3jC7I4UFmtWXxERKTVxUeF8uI1g0iLDefmN1ewcsd+b0cSET/Sdor+krUt3tTQTimkxobz32+2tnhbIiIiTZUWG8FL15xAeEgQVzw3j80lLTuLLSJtRxso+js597tbXvQHBxnG981i+qpi9h463OLtiYiINFVuUhRPXdST6ppaLn9uDtv3lXs7koj4gcAv+sOiIS7HLTP4AJzbL5uqGsv/NIOCiIh4SceUKP7900HsPVjFpZNU+ItIwwK/6Aentd8N3XsAemXF0Tkthne+2eaW7YmIiDRH39wEXrhmECVlh1X4i0iD2kbRn9LF6d7jhsuYG2M4t1828zaWsqVUfSlFRFrKGBNsjPnGGPO+t7P4m/7tElX4i0ijtI2iP7kLVO6Dg+6Z2/icftkYA28sKHLL9kRE2rhbgBXeDuGvVPiLSGO0kaLffTP4AGQnRHJil1TemL+FmtqWnz0QEWmrjDE5wDjgn97O4s9U+ItIQ9pG0Z/iKvp3u2cwL8DFhbls31ehKyOKiLTMP4BfA7XeDuLvVPiLyPGENLSAMeZ54Eyg2Fqb73osCXgd6ABsBC6y1u4xxhjgEeAM4BBwlbV2oWeiN0F8LgSHu20GH4BTeqaRGBXKlPlbGNktzW3bFRFpK4wxdZ8tC4wxI4+z3ERgIkBubi6lpaVuz1JeXu6R7XrKsfJ2iIHHLuzOL6as4MKnvuTpi3uRFR/uhYRHCpT32Fcpr+f5Y+b6Giz6gX8DjwMv1nvsTuBTa+39xpg7Xd//Bjgd6OK6nQA85br3rqBgSOoIJS2/Km+d8JBgzuufw4uzN1JSVklyjG/8UxUR8SPDgPHGmDOACCDOGPOytXZC/YWstZOASQCFhYU2KSnJ7UFKS0vxxHY95Xh5RyYl8VJcHFc+P4+Jry3nlesGk5cS3coJjxRI77EvUl7P88fM9TXYvcdaOxP48WHN2cALrq9fAM6p9/iL1jEHSDDGZLorbIukdHZr9x6AiwfmUlVjNaBXRKQZrLV3WWtzrLUdgEuAz35c8Evz9GuXyOSJg6moruWiZ2azeucBb0cSES9rbp/+dGtt3dWpdgDprq+zgS31lityPeZ9yZ1hzwaoqXLbJrumxzKkYzIvfrWR6hp1RxUREd/RKyueKT8bjAEufmY2S7fu83YkEfGixnTvOS5rrTXGNHkKm/p9NLOzsz3eRyosIouY2mr2blpMbUKe27Z7Yd8Ubn+7hLfmreOUbslHPO/v/b+OJ5D3DQJ7/7Rv4mustZ8Dn3s5RsDpnBbLG9cP4bJn53Lps3N47sqBDMrz3+4JItJ8zS36dxpjMq21213dd4pdj28Fcustl+N67Aj1+2gWFBR4pI/mD7QvACChahckDXDbZs8emMg/ZmzhjW93cdGQLkc87+/9v44nkPcNAnv/tG8ibUf75GimXD+EK56by4Tn5vLIxQWc3ts3et6KSOtpbveed4ErXV9fCbxT7/GfGMdgYF+9bkDe5ea5+usEBxmuHNqBrzfuYUmRTp2KiIjvyU6I5D/XD6V3djw3vLqQf325wduRRKSVNVj0G2MmA7OBbsaYImPMNcD9wBhjzBrgFNf3AB8A64G1wLPADR5J3RxRSRCRAKXum8GnzkWFOcSEhzDpi/Vu37aIiIg7JEaH8cq1JzCmRzr3vrecv3ywglpdYFKkzWiwe4+19tJjPDX6KMta4MaWhvKY5M5ub+kHiI0IZcLg9jwzcx23ntKFTqkxbn8NERGRlooIDeapCQO4971lTJq5nu37KvjbhX0IDwn2djQR8bC2cUXeOsmdoMQzrfHXnphHeEgQT0x3/0GFiIiIuwQHGe4d34vfnNad977dxpXPz2NfuftmthMR39S2iv6kTrC/CKrcf2nylJhwLj+hPe8s2sbmkkNu376IiIi7GGP4+chO/P3ivszfuIcLnvqKdbvKvB1LRDyobRX9yZ2c+1LPDGD62YiOBAcZnvxcrf0iIuL7zu2XwwtXD2J3WSXjH5vF+4u3eTuSiHhI2yr6kzo69x4YzAuQFhfBZYPa8caCIjbsPuiR1xAREXGnYZ1T+N/NJ9I1I5ZfvPoND368UgN8RQJQ2yr661r6PTCYt86NozoTHhLE36au8thriIiIuFNWQiSvTxzCpYNyeWL6Om54ZSGHDld7O5aIuFHbKvoj4iE6FUo809IPkBobzrXD8/jf4u2at19ERPxGWEgQfzm3N78/sydTl+/gwqdns32f+8fAiYh3tK2iH5zBvKWenU//2hEdSYwK5YGPV3r0dURERNzJGMM1w/N47sqBbCo5xPjHv+SbzXu8HUtE3KDtFf3JnTza0g8QFxHKjaM688Wa3czbpNZ+ERHxL6O6p/HWDUOJCA3i4mfmMHneZm9HEpEWaptFf9kOqDzg0ZeZMLg9WfERPDZjE841y0RERPxH1/RY3r1xOIM7JXPXW0v4zZuLqaiq8XYsEWmmtlf0J9VN2+nZLj4RocHcOqYry3Yc5KOlOzz6WiIiIp6QGB3Gv64ayE0nd+b1+Vu46JnZFO3RtWhE/FHbK/q/m8HHs118AM7rl01eciQPTl1FdU2tx19PRETE3YKDDL8c241nf1LIhl0HOeuxWcxas9vbsUSkidpe0e/hufrrCwkO4sYTc1m/6yCvqj+kiIj4sTE903n3puGkxUbwk+fn8uTna9V9VcSPtL2iPywaYjOhxLPde+qM6pLEkI7JPDR1NXsOHm6V1xQREfGEvJRo3r5xKOP6ZPHAR6u4/uUFHKio8nYsEWmEtlf0AyR39ugFuuozxnD3+J6UVVbz0DRdsEtERPxbVFgIj15SwO/G9eCTFcWc/cSXrC327OQYItJybbPoT+rYKt176nTPiOOKwe15de5mlm3TFJ4iIgDGmAhjzDxjzLfGmGXGmHu9nUkaxxjDtSd25JVrT2B/eRVnP/4lHyzZ7u1YInIcbbPoT+4Eh0qgfG+rveRtp3QlPjKUe99drj6QIiKOSuBka21foAA4zRgz2MuZpAkGd0zm/ZtOpGtGLDe8spA/vb+cympN6ynii9pm0f/dtJ2t19ofHxXKr07tzryNpby/WK0hIiLWUeb6NtR1U6uIn8mIj+D1iUO4amgHnpu1gXOe+Io1O9XdR8TXhHg7gFd8N23nesge0Gove/HAXF6Zu4m/fLCC0T3SiAprm2+/iEgdY0wwsADoDDxhrZ17lGUmAhMBcnNzKS0tdXuO8vJyj2zXU3wx783DM+mXGcE9H67lzMe+4LZRHbiwIB1jDOCbmY9HeT3L3/KCf2aur21WnYl5gGm1wbx1goMM947vxQVPz+aJ6Wv51andW/X1RUR8jbW2BigwxiQAbxtj8q21S3+0zCRgEkBhYaFNSkpye47S0lI8sV1P8dW8ZyclMbR7Dr9681vun7aBeVsO8sAFfUiJCffZzMeivJ7lb3nBPzPX1za794RGQHxuq3bvqVPYIYnz+mfzzIz1rNbpTxERAKy1e4HpwGneziItkxobzr+uGsi943sxa+1uTvvHTKavKvZ2LJE2r20W/QDJHVvlqrxH87txPYmNCOGut5ZQW6vuqyLSNhljUl0t/BhjIoExwErvphJ3MMZw5dAOvPeL4aTEhPPTf33NA59soKJKg3xFvKXtFv1JnZyWfi/MpJMUHcb/jevJgk17mPy1rtQrIm1WJjDdGLMY+BqYZq1938uZxI26ZcTy3xuHcc3wPF5buIPxj8/S1NUiXtJ2i/7kTlCxDw55Z0DG+f2zGdopmfs/XEnx/gqvZBAR8SZr7WJrbT9rbR9rbb619o/eziTuFxEazO/P7MkTF/ZgzyFnTv+Hp67icHWtt6OJtCltuOjv7Ny38mDeOsYY7ju3N5XVtdzz3jKvZBAREWktQ/ISmHbbCMYXZPHoZ2s567FZLC5qvevliLR1bbfo98Jc/T+WlxLNLaO78MGSHbyzaKvXcoiIiLSGhKgwHr6ogOevKmRfeRXnPPEl93+4Un39RVpB2y36E9uDCfbaYN46PxvRkf7tEvj9f5eyfV+5V7OIiIi0hpO7pzP19hFcVJjL0zPWccajX7Bgk//Ofy7iD9pu0R8cCgntvNrSDxASHMTDFxVQXWu5441vNZuPiIi0CXERodx/fh9eumYQlVW1XPD0bP70/nLKD6vVX8QT2m7RD85gXi/16a+vQ0o0vz+zJ1+uLeGF2Ru9HUdERKTVnNgllY9vG8GEE9rz3KwNnP7ITGat2e3tWCIBp40X/Z2hZL1Xpu38sUsG5jK6exr3f7iSlTv2ezuOiIhIq4kJD+FP5+Qz+brBAEx4bi43vrqQHfs0u52Iu7Ttoj+pE1QdhLKd3k6CMYb7z+9DXGQoN7yykLLKam9HEhERaVVDOiXz0a0juH1MVz5ZvpPRD33OszPXU1Wj6T1FWqptF/3JHZ17Lw/mrZMaG85jl/Zj4+6D3PmfxVgfOAMhIiLSmiJCg7l5dBem3XYSgzsmc98HKxj36BfMWV/i7Wgifq1tF/0+MG3njw3umMwdp3bj/cXbeWnOJm/HERER8Yp2yVE8d9VAnv1JIQcra7hk0hxufe0bdfkRaaa2XfTH50JQqE8M5q3v+hGdGNUtlT+9v5xFW3ThEhERabvG9Eznk9tP4hejOvPBkh2M+tvnPPrpGs3tL9JEbbvoDw6BpDyf6d5TJyjI8PeLC0iLjeBnL81Xq4aIiLRpkWHB3HFqNz65/SRGdkvl4WmrGf3QDN77dpu6woo0Utsu+sHp4lO63tspjpAQFcZzVxVSVlHNNS98zaHDGtgrIiJtW7vkKJ6aMIDJ1w0mLjKUmyZ/w4VPz2Zxkc6KizRERX9yJ6elv9b3ThN2z4jjscv6sWL7fm57fZEu3CUiIoIzy8/7Nw3n/vN6s7HkIOMf/5I73viW4v06My5yLCr6U7pCTSXs9c1Bsyd3T+e3Z/Tg42U7eeDjVd6OIyIi4hOCgwyXDGrH9DtG8rOTOvLuom2M/NvnPPbpGk17LXIULSr6jTEbjTFLjDGLjDHzXY8lGWOmGWPWuO4T3RPVQ1K7Ofe7Vns3x3FcMzyPy05ox9Mz1vHCVxu9HUdERMRnxEaEctfpPZh2+whO7JLCQ9NWM+KB6Tw7cz3lh33vLL6It7ijpX+UtbbAWlvo+v5O4FNrbRfgU9f3viulq3O/23db0Y0x/HF8L07pkc497y3jf4u3ezuSiIiIT2mfHM0zVxTy3xuH0Ssrjvs+WMGIB6fzwlcbqaxW8S/iie49ZwMvuL5+ATjHA6/hPlFJEJ3m0y39ACHBQTx2aT8GtEvkttcX8dW63d6OJCIi4nMKchN46ZoTmPKzIeSlRHP3u8sY9eDnvDZvs67sK21aSAvXt8BUY4wFnrHWTgLSrbV1TdE7gPSjrWiMmQhMBMjOzqa0tLSFUZovNqEjZscy9nsgQ3l5uVv37cHxnbjm1WVMfGE+T13ck16ZMW7bdlO5e998TSDvn/ZNRALdoLwkXp84mC/XlvC3qau4860lPDVjHbeM7sLZBdkEBxlvRxRpVS0t+odba7caY9KAacaYlfWftNZa1wHBEVwHCJMACgoKbFJSUgujtEBmL1j6JkmJiWDc+0+gtLQUd+5bEvDKxDguemY2N7yxgleuPYE+OQlu235TuHvffE0g75/2TXyBMSYXeBGnccgCk6y1j3g3lQQSYwzDu6QwrHMyn60s5qGpq7l9yrc8+fk6bjulK6fnZxCk4l/aiBZ177HWbnXdFwNvA4OAncaYTADXfXFLQ3pcajeo2Adlvh8VIDM+ksnXDSY+MpQJ/5zLkqJ93o4kItIc1cAvrbU9gcHAjcaYnl7OJAHIGMPoHum8f9Nwnrq8Pwa48dWFjHtsFtOW79QFvqRNaHbRb4yJNsbE1n0NjAWWAu8CV7oWuxJ4p6UhPc4PBvP+WE5iFK9NdC5OMuE5Ff4i4n+stduttQtdXx8AVgDZ3k0lgSwoyHB670w+unUE/7i4gPLD1Vz34nzOeeJLPlq6nRpdD0cCWEu696QDbxunO0wI8Kq19iNjzNfAFGPMNcAm4KKWx/Sw76btXAV5I7ybpQlyEqOYfN1gLn12Dpc+O4d/XlnI4I7J3o4lItJkxpgOQD9g7lGe+24MWG5urkfGbPjbWBB/ywu+l3lE+0iG/rQP7y/dxfNzirj+5YW0S4xgwsAszuyVgq0+7FN5G+Jr729D/C0v+Gfm+ppd9Ftr1wN9j/J4CTC6JaFaXWwmhMXCbt+ewedocpOiePP6oVzx3Fx+8vw8nrisP2N6HnXstIiITzLGxAD/AW611u7/8fP1x4AVFhZ6ZAyYv40F8be84LuZrx6ZzJUjuvHR0h1MmrmOv0xdzzNfFnFxv3QmntydhKgwb0dsFF99f4/F3/KCf2auT1fkBWfwbmpXp6XfD2XERzDlZ0PokRnH9S8v4M0FRd6OJCLSKMaYUJyC/xVr7VveziNtU3CQYVyfTP574zAmXzeYPjnxPDlrC0P+32fc/c5S1u0q83ZEkRZr6ew9gSOlG6yf7u0UzZYYHcYr157A9S8t4I43vmVzyUFuG9MV4+bZiERE3MU4/6CeA1ZYax/2dh4RYwxDOiUzpFMy81YV8fq3JUyet4UXZm9iRNdUrhranpFd0zTjj/gltfTXSe0KB7Y7s/j4qZjwEJ6/aiAXF+by6GdruWnyN1RU6SqEIuKzhgFXACcbYxa5bmd4O5QIQOfUKB66qC9f3XUyvxzTlVU79nP1v+dz8kOf89ysDeyvqPJ2RJEmUUt/nTTXLHHFK6DdYO9maYGwkCDuP783eanR3P/hSor2lPPMFQNIj4vwdjQRkR+w1s4C1GQqPi0lJpybRnfh+pGd+GjpDl74aiN/en85D01dxXn9s7lqaAc6p8V6O6ZIg9TSXyc937nfscS7OdzAGMP1J3Xiqcv7s3rnAcY9Oos5F6htlQAAIABJREFU60u8HUtERMRvhQYHcVbfLN78+VDev2k4Z/TOZMrXRZzy8Ewm/HMunyzfqSk/xaep6K8TlwWRSbBjsbeTuM3pvZ1BSXGRIVz+z7lMmrlOFyARERFpofzseP52YV9m33Uyvzq1G2uLy7j2xfmMeGA6//hkNVv3lns7osgRVPTXMQYyegdES399XdNjeefGYYztmc5fPljJNS/MZ9eByv/P3p2Hx1Gd+R7/nm611NpXa7EkW/K+I2wWswQIJOxLCAnLwExCQjxDSAjcmSRkMpPlJncmmWGSSSbbOIEQEpYQAoGsbCEYEmOCwdgCGwzGi2xLlt1eJFuSJfW5f1S3aMtaLbWqq/r3eZ5+qru6uuo9vdVbp06d43ZYIiIinleal8VN757Bs599N9/9m8XUl+Xy309u5PSv/5G/u/MFfrt2J109urZOUoOS/kSVC502/b09bkcyrvLDIb537WK+dMk8nntzNxd8awV/3NDidlgiIiK+EAoGuGhRFT+74WSe/cy7+eS7Z7CxpY2b7n2JU/79j3zlN6/xRkub22FKmlPSn6hyEfR0wp433Y5k3Blj+PBp9fz6E6dTlpfFR+56kX/51To6DqsGQkREZLzUluTwf86dzXOfPZu7rj+RpdNKuHvlZs795gou/96fuf+FrbR3+atyUbxBSX+iyoXO1GdNfBLNrsznkU+cxg2n1/Oz57dy4befZeVbushXRERkPAUDhrNml/O9a5fw/OfO4V8umkt7Zw+3PbSOk/7fk3z6F6+wektE19rJhFHSn6hsJgSzfHUx70CyMoL8y8XzuPeGk+mNWq754fN85sFX2HfosNuhiYiI+E5pXhY3vGsaj996Bg99/FQuWTSZ363byRXfX8l7vvEM335qI5t3H3Q7TPE59dOfKBiC8jm+rulPdOqMMh675Qy+9dRGfvjsJv64YRf/evE8Lj1uskbyFRERGWfGGBZPKWbxlGK+cMk8frt2Jw++1MQ3nniDbzzxBsfVFnHpcZO5ZFEV5RpfR8aZkv7+KhfC638Aa50efXwuOzPIbRfM4dLjJvO5h9byqfvXcM+qrfzrRfNYWFPodngiIsPq7u6mqamJzs7OY15HNBqlpSX1OzgIh8PU1NS4HYaMg9ysDK48sZYrT6xlx74OfrN2B4++soOv/OY1vvrb1zhlWimXHjeZCxZUUZgTcjtc8QEl/f1VLoKXfwZtzVBQ5XY0E2be5AIe+vhp3PfCVr7xxBtc+t3nuGJxDZ8+b7ZG8xWRlNbU1ER+fj51dXXHfJayp6eHjIzU3iVaa9mzZw9NTU0UFqpSxk8mF2Wz7IzpLDtjOm+1tvPoGucA4LaH1vGvjzRy5qxJnDu/kvfMraAkN9PtcMWjUvsfzg19F/OuTaukH5yLjq5bOpVLGybz3T++yY//vJnfrdvJDe+axkdPr6cwWzUNIpJ6Ojs7x5Twe4UxhtLSUlpbW5X0+9j0SXnc+t5Z3PKemTRuP8Aja7bz+8Zmnly/i2DAcGJdMefNr+Tc+ZVUF2W7Ha54iJL+/ioXgQlC019h1nluR+OKgnCIz104l785eQpf/8MGvv3URu7689ssO2MaHz6tnrwsfW1EJLX4PeGPS5dyivNZL6wpZGFNIZ+/aC6N2w/w2KvNPPZqM1/+9Wt8+devsbC6kPPmV3De/EpKMtQLkAxN2Vt/WXlQuQC2rXI7EtdNLc3le9cuoXH7fv77yTe4/fE3uOO5t1l2xnSuXTrF7fBERETSQuIBwD+dN5tNre089moLj73azO2PO/vnqcVhLlhUzXnzKziupohAQAeIciR12TmQ2pOhabXvRuY9VguqC/nRh07kVzedxsKaIr7+hw2c+u9/5JtPb2bHvg63wxMRcdW+ffv43ve+N+rXXXjhhezbty8JEYnfTZuUx41nTedXN53G8587h69cNp/Kgix+9OwmLv/eXzjla0/xL79ax9MbdtHZrUE4xaGa/oHUngwvLIeWdTD5eLejSRkNtUXc/ZGTWNe0n+XPbuLeF3dw3+pmLjluMje8q575k9XGVETSTzzp//jHP37E/OEuDv7d736X7NAkDVQWhvnbU+q4aHYBwXA+T21wzgD8cvV2fvb8VrIyApw6vZSz55Rz1uxyakty3A5ZXKKkfyC1JzvTLSuV9A9gYU0h/3PN8fz90goeatzH/X/dysMvb+ek+hKuPXkK5y+oJCsj6HaYIpKGvvzrV3ltx4FRv85aO2h7+XmTC/jiJfMHfe1tt93GW2+9RUNDA6FQiHA4THFxMRs2bOCNN97gfe97H9u2baOzs5NPfepTLFu2DIC6ujpefPFF2tvbueCCCzj99NP5y1/+QnV1NY888gjZ2bpIU0anMCfE+xfX8P7FNXR297Lq7QhPb9jFHzfs4unXXwVeZWZ5HmfOmsQp00s5qb6E/LA66UgXSvoHUlQLJdNg09NwyseHXz5NTS4M84VL5vGpc2Zy31+3cu+qrXzq/jWU5GbygSU1XH1iLdMm5bkdpohIUn3ta1+jsbGRNWvW8Kc//YmLLrqIxsZG6uvrAbjzzjspKSmho6ODE088kSuuuILS0tIj1rFx40buu+8+fvjDH3LllVfyy1/+kuuuu86N4ohPhENBzpw1iTNnTeKLl8xj0+6DPL1hF0+/vou7V27hR8+9TTBgWFBdyCnTSjlleikn1hWTk6nU0K/0yQ5m+jmw5h7o6YKMrKGXjUbhpbtg85+hbBYsvRHCBRMSZioozAnxD2dOZ9m7pvHcm7u5d9VW7njubZav2ERDbRHvX1zNxYsmq29hETmKMeZO4GJgl7V2wVjXN1SN/FDGs5/+k046qS/hB/j2t7/Nww8/DMC2bdvYuHHjUUl/fX09DQ0NACxZsoTNmzePSywi4FwIPH1SHtMn5XHDu6bR2d3LS1v2snLTHla+tYcfPbuJHzzzFhkBQ0NtEafOKOPU6aUcP6VIZ+59REn/YGacA3/9IWx9HqadOfhyvT3w4Idh/a+hoBoaH4S198OHfwsFkycs3FQQCBjOmDWJM2ZNYteBTh5+eTsPv7ydLzzyKv/3169x1uxJvO/4as6ZU0F2pv5ERASAu4DvAHe7HMe4yc3N7bv/pz/9iSeffJKVK1eSk5PDWWedNeDIwVlZ71QuBYNBOjrUSYIkTzgUdBL7GWUAHDrcw4ub9/KXt/awctMevvPHjXz7qY1kZQRYMrWYE6YWs3hqMcdPKdaYPR6mpH8wdadDIAQbHx866X/yi07Cf+5X4ZRPwJY/w71Xw08vh2V/mqhoU055QZi/P3M6f3/mdNbvPMCvXt7Or9Zs58n1uwiHApw5axLnL6jk7DkV+gMRSWPW2hXGmDq34xiL/Px82traBnxu//79FBcXk5OTw4YNG3j++ecnODqR4eVkZvRV2gEc6OzmhU0R/vzWbl54O8J3nn6TaGwYgFkVeSyZWsziKcUsmVpMfVmuxo/wCCX9g8nKhxnvgcaH4L3/FwID1Ey/9TSs/A6ceAOc+klnXt3pcNXdTtL/5Jfg5M9OaNipaG5VAXOrCvjM+XNYtWkPf4gNLvLYqy1kBAynTC/l3PmVnDVrknoVEBHPKS0t5bTTTmPBggVkZ2dTUVHR99z555/PD37wA+bOncvs2bNZunSpi5GKjExBOMR75lXwnnnOd/lgVw+vbNvH6i17Wb11L79du5P7XtgGQGluJotjZwNOqCtmQXWhmgSlKGOt+yO4NTQ02DVr1rgdxtEaH4IHr4e/e/To2v7Dh+D7pzij9974FwiFj3z+95+FVT/gwOU/o+C4SyYu5gkUiUQoKSk5ptdGo5ZXmvY5BwCNzWzecwiAaZNyOWtWOWfOnsTJ9SWEQ+79cYylfKlOZfMeY8xqa+0JbseRDLGa/t8M1qbfGLMMWAZQW1u7pP/+YufOncyePXtMMUSjUQIBbwxd8/rrr1NUVOS53n06Ojo8FbPiHVzUWjbt7uCV7W2s3dHGmqY2tu1zmq2FgoZ5lXkcV51PQ3U+x1XnU5xz9Bl9r72/4J2YS0tLB9xfqKZ/KLMvgKwCeOknRyf9K/4D9m6GD/366IQf4JwvwptPkfvEp2HW6ZBdPCEhe0UgYDh+itM+8Lbz5/BW60GeeaOVZ95o5WertnDnn98mHApwwtQSTq4vYen0UhbVqPZAJB1Za5cDywFOOOEE2/+grqWlZcwX4Y7nhbzJFggEyM7O9tzBrdcOyBXv0MpK4aSEY+3Wti5Wb9nLS1v38uLmCPet3sndL+wAYFpZLgtrCpldmc+cynzmVBYQDltPvb/gve9Ef974h3NLKBtO+Aj8+Vvwrn+EilivEDtehr/8DzRcB/VnDPzazBx4//8SuONc+M2t8IEfg9q8DcgYw4zyPGaU5/HR0+vpONzL82/v4ZnXW3l+0x7+64k34An6Lig6ub6Uk6eVsKimUF2LiYiIpIBJ+Vmcv6CS8xdUAtDZ3cu67ftZvWUvL252bo+s2dG3fF5WkLlVBcyuzGd2ZQFzK/OZVZlPgcYNSBplTMM5/RZ48cfw23+E6x6Cjgjcfx3kVcC5Xxn6tdVL6Dj5FnJW3g4zz4OGayYmZo/Lzgzy7tnlvHt2OQB7Dx7mhc0Rnt+0h1WbIvz3U29gn4RgwDCrIp+G2iKOry2iYUoRMyblEQjo4ErEK4wx9wFnAWXGmCbgi9baO9yNSkTGKhwKcmJdCSfWlUCsscT+jm7eaGljQ3Mbaze3snnfYR55eQdtXVv7XlddlN13RmB27KzAtEm5hILeaH6XypT0Dye7GC7+BvzyBvjeUujYC9Fe+MjvIWf4UzydS/6BnB0r4Xf/BDUnQNnMCQjaX4pzMzlvfiXnzXdqD/Yf6mb11ghrtu7j5W37+O3aHdz3gvOHkZeVwfzJBcyb7Fw8PK+qgJkVeWoWJJKirLWqDRFJE4XZob4DgcisfEpKSrDWsmN/J683H2BDcxuvN7exYWcbK95opSfWZVAo6IwzMCd2ViB+QFBVGFbPQaOgpH8kFn7AGaDrpZ86TX7O+QKUTh/ZawNBuPx/YflZ8LP3w0ceh4KqpIbrd4U5Ic6eU8HZc5xeBaJRy9t7DrJm6z7WbNtH44793P/CNjq6ewHICDh/Fs6BQD4zK/KZMSmPyUXZBHVWQERExDXGGKqLsqkuyu7brwMc7omyaXe7cxDQ3MaGnQd44e0Iv0poIlQQzmBOZbyJUD5zq/KZVZFPvpoIDUhJ/0jNvcS5HYuiWrj2AfjJpXDHe+H9y2Hqqc5zvT2w61XY9oJza2mEnk7ILoHyuTD5eKheDOXzIUMj2g4kEHhnpMErltQA0Bu1bNlzkPU723ht537W72zj+U17ePjl7X2vy8oIUF+Wy/TyvNjrc5lRnse0sjwNHiYiIuKizIwAcyoLmFNZwGUJ8/uaCO1858zAr17eTltXT98y1UXZ7zQPqipgZnke9WW5rvYImAqU9E+U6iXOKL33XQ0/vgCKpkC4ECJvw+F2Z5m8SifJz8yBg62w4bfw8k+d54KZULHAeb5spnNg0NUOXQegc//Rt+6O2IXDZhRThn4+kAHBDCeWYCb5UQNZ2bHHGc4yNgrWAjZ2P/GWMC8jC0I5kJnrrLe3G3q7nGlPF/Qedu4T61I2kAEZYedMSyjbuR/MhJ4Op/vU7kPOe9LTBdYSDIaYFsxkWjDERcEQ5GXC7BBdNsj+w7CvC/Z1dHPgUBftm7o4tP4wh6zlVaJsMFFyMgy5IcjPCpKbacjJzCA7K0ROVohwZibGBMAEIBCbmoDTfWvie2YCR7+P8fsjMprudGPbCwQT4olt3/Y673k0NrW9ZHccgszMhM+mN/a59V/tQLGaYZYZ4DXjscxgscTnx97b7K4uCIc54r1PeH5s2xzv5xnmeZ2J8qO8vDza29vZsWMHN998Mw8++OBRy5x11lncfvvtnHCCL3tpFTlmiU2E4uJNhBIPBF5vbuOZhCZCAQO1JTl9lXy1JTnUFGdTW5xDdXF2WnQM4v8SppLJDfDJl2DNPbDlL05iXrsUak+GKSdDYe2RO3lrYd9W2PGS02PQ9pdg3S+cRB+cpC5ceOStZBqEi97pRjSeaGMTkvH4lEHmDzKN9jhnJnoPQ7Qbeg5BZyxR7+1+J6Z4cts/+ex7bODQQehugsMHnddmZEIwy0nkMzL7Diz63o/eHji023nPujveSfBDOc5BUijHORDIiA1lH+1xDgTisUW7ofcwWb09lPcepjwebyAAmQFsVpAea+ixhu6oc+vqhe52Z3oI6MSynyhBYwkFIDNgyTCWoIEMEyVoogRw/lgMFhN/7456P6OMOPEfadJn7TvJffx2xHoSD0wChPsOEEzfPOdzOmKlA29nqGUGHPfjWJYZ5vm+9Rz9/ob71m8TtmWPIXb3xzARf5s8efKACb+IjE5iE6Fz5h7ZROit1nbe3BW7tbbz1q52/vzmbrp6jtxPludnUVeWS31pLlPLcqgvzaWuLJe60lzfnP1X0j/RMnPgpI85t+EYA8VTndv8y5150ahzMXFmLMl1sSawzeP91SYyQCh2iw+7EYlEmFxSwuGeKDv2dbA1coitkUNs23uIpkgHO/d30Ly/k5a2LnqjRyaImRkBKgvCVBaEKcvPpDQ3i7K8rL77k/Izncd5WeRkBpNzIVL8gC9+oJVgr48+u/4mrGz9DxLGelAx1PPWwpdTf0CYlPD726B53ahfFrR28P/TyoVwwdcGfe1tt91GbW0tN910EwBf+tKXyMjI4Omnn2bv3r10d3fz1a9+lcsuu+yI123evJmLL76YxsZGOjo6uP7663nllVeYM2cOHR0doy6DiBwpMyPA3CqnY49E1lpa27vYFumgae8htkUOsXnPITbvPshTG3axu73riOXL8rKoLcmmIjfI9MoiaopzqC3OobYkm8lF2Z7pWUhJv9cEApBb6nYUaSUzI+Ac7ZflDvh8b9Syu72L5v2d7NzfSfP+DnYe6KR5v3N7vbmN3e172N/RPeDrw6EAZXlZlOZlUZQdojgnRFFOJoXZIYpyYrfsTApzQhTnZFKUHaIgOzT8RcjxWnxJjv4JopripK2rrrqKW265pS/pf+CBB3jssce4+eabKSgoYPfu3SxdupRLL7100AP873//++Tk5LB+/XrWrl3L4sWLJ7IIImnFGEN5fpjy/DBLph49eGpbZzdb9hzi7d0H2bLnINsiHWzbe4jGne08+Xqkr8kQOGf3qwqznaZCJc7BQN/9kmwq8sMp05W4kn6RMQoGDBUFYSoKwhxXO/hyh3uiRA4eZnd7V+wWu9/WxZ7Y/L2HDvP27oPsO3SYA509g68MyA9nUBAOkZeVQW5WkLxwiPysDPKyMsgLZ5CbleE8Dr8zLy/2fG9nJ2QdJjsUJCsjkDJ/SCJjNkSN/FB6xzAi7/HHH8+uXbvYsWMHra2tFBcXU1lZya233sqKFSsIBAJs376dlpYWKisrB1zHihUruPnmmwFYtGgRixYtOqZYRGTs8sMhFlQXsqC68Ij5kUiEgsIimg909h0INEUOsW1vB9sih3h2YystB448S5AZDFBdfORBQW1JduxsQTYluZkT1u1o0pJ+Y8z5wLeAIPAja+2x/ROL+ERmRoDKwjCVheERLd8btRzo6GZfRzf7Dh1+Z3qom32Hutnf0U17Vw/tnT20d/Wwv6Ob7XsP0d7Vw8GuXtq7hj5oSJQdCpKdGTxy2m9eOBQkp/8ymUEygwGyQgEygwEyMwJkZQRj08ARU2c5Z/lQ0KhvZfGVD37wgzz44IM0Nzdz1VVXcc8999Da2srq1asJhULU1dXR2dnpdpgiMkYZwQA1xTnUFOdwCke3vOjs7mX7PucgYNtep/lQU/xMwbqd7D105Fn/3MwgVUXZVBU6TYKrCsNUFsYeF4aZXJhNQXbGuOwzk5L0G2OCwHeB9wJNwF+NMY9aa19LxvZE/CgYMBTnZlKcmwkM3LRoKNGo5eDhnr4Dg7auHg7G7u/cs59AKIuO7igd3b10dvdy6HAPHYejdHb30hF7vK+jm+b9nbHH7ywXHYdrXBMPCrIygoSChoxggIyAIRQMkBE0hALONCMYIBQw/e47Bw8ZsWVCsdd2H+6iIHdPwvOGYMAQCBiC5p1p4rxgIH6DQPxxfNmAOWLeQMsGEuYb48x3bk6Xsn33zdHP6+DHH6666io+9rGPsXv3bp555hkeeOABysvLCYVCPP3002zZsmXI159xxhnce++9nH322TQ2NrJ27doJilxExlM4FOzrRnwgbZ3dNO1956BgW+SQ0zz4QCdvtLSyq63rqEu8skPBvoOAysKEA4OCMKV5mYRDQXIzM5iUnzXkRcfJquk/CXjTWrsJwBhzP3AZoKRfZIIEAob8cMgZpOTIM5REIlnHfLGrtZbuXkvHYefg4HBPlK6eXrp6ohzujdLVHZ/2crg3GnvemcaXPdwTpSth2fhzPdEo3b2Wnt4oPVFLd+y5g4d7nXm9lu6oM+3pjdIdtUfPH48jkgnmHDg4BwCBhIOCdw4Q3I5QhjN//nza2tqorq6mqqqKa6+9lksuuYSFCxdywgknMGfOnCFff+ONN3L99dczd+5c5s6dy5IlSyYochGZSPnhEHOrQkddXBzX3Rulta0rdo1gZ1+nIfFrBVdtitB8oPOoDkTiCsKDp/bJSvqrgW0Jj5uAkxMXMMYsA5YBVFdXE4lEkhSKuzo6OlQ2j/Jz+carbJlApoG8eNdHgNMXUjB2m3iHDh0ilBWmJ+ocAPT0WqLWEo1Cr3Xu90ZxprH5Uessm/hcNGrptbHlopaodc6e9CS8Jj6/N7Z81DoHRVHo22bUWmxsPRac9STMi0bjy8demzCNL9drLWtceTdlNNate6fXoLKyMlauXDngcu3tztgsdXV1NDY2ApCdnc3999+f/CBFJKWFggEmFzm9Ag2mN2rZ0+4cGEQOHqaz22nSu6uti5YDnQzWf5lrF/Jaa5cDywEaGhqsX7sPjPi4a0Q/lw38XT4/lw3wZdluv9rtCEREJBUEA4bygjDlBQNfI/iVQV6XrI5FtwOJ/ZjUxOaJiIiIiMgES1bS/1dgpjGm3hiTCVwNPJqkbYmISJqzA4707D/pUk4RGX9JSfqttT3AJ4DHgPXAA9baV5OxLRERSW/hcJg9e/b4PiG21rJnzx7C4ZF1+ysikihpbfqttb8Dfpes9YuIiADU1NTQ1NREa2vrMa8jGo0SCCTr5Pf4CYfD1NTU0NbW5nYoIuIxGpFXREQ8LRQKUV9fP6Z1+P3idhGR1K/WEBERERGRMVHSLyIiIiLic0r6RURERER8zqRCbwfGmDbgdbfjSJIyYLfbQSSJn8sG/i6fyuY9U621k9wOwm3GmFZgSxJW7bXvjdfiBe/FrHiTy2vxgndiHnB/kSpJ/4vW2hPcjiMZVDbv8nP5VDaRI3nte+O1eMF7MSve5PJavODNmBOpeY+IiIiIiM8p6RcRERER8blUSfqXux1AEqls3uXn8qlsIkfy2vfGa/GC92JWvMnltXjBmzH3SYk2/SIiIiIikjypUtMvIiIiIiJJoqRfRERERMTnXE/6jTHnG2NeN8a8aYy5ze14xsoYs9kYs84Ys8YY82JsXokx5gljzMbYtNjtOEfCGHOnMWaXMaYxYd6AZTGOb8c+x7XGmMXuRT68Qcr2JWPM9thnt8YYc2HCc5+Lle11Y8x57kQ9MsaYWmPM08aY14wxrxpjPhWb7/nPboiy+eKzk+QZ6Dcfm/9JY8yG2PfpPxLmu/q9GeQ/qsEY83x8/2KMOSk23/XfsNf+d4aI9z9j34e1xpiHjTFFCa9x7TsxWLwJz/+jMcYaY8pij1P2OxF7LuV+d0N8J1L2dzdq1lrXbkAQeAuYBmQCrwDz3IxpHMq0GSjrN+8/gNti928Dvu52nCMsyxnAYqBxuLIAFwK/BwywFFjldvzHULYvAf80wLLzYt/NLKA+9p0Nul2GIcpWBSyO3c8H3oiVwfOf3RBl88Vnp1tSvzsD/ebfDTwJZMUel8emrn9vBon3ceCC2P0LgT8l3Hf1N+y1/50h4j0XyIjN/3pCvK5+JwaLN/a4FngMZ9C6slR4f4d5j1PydzdEvCn7uxvtze2a/pOAN621m6y1h4H7gctcjikZLgN+Erv/E+B9LsYyYtbaFUCk3+zBynIZcLd1PA8UGWOqJibS0RukbIO5DLjfWttlrX0beBPnu5uSrLU7rbUvxe63AeuBanzw2Q1RtsF46rOT5BnkN38j8DVrbVdsmV2x+a5/bwaJ1wIFsfuFwI7Yfdd/w1773xksXmvt49banthizwM1CfG69p0Y5r/vm8BncL4fcan8nUjJ390Q8abs72603E76q4FtCY+bGHoH7gUWeNwYs9oYsyw2r8JauzN2vxmocCe0cTFYWfzyWX4idpruTvNOMyzPls0YUwccD6zCZ59dv7KBzz47mRCzgHcZY1YZY54xxpwYm5+q35tbgP80xmwDbgc+F5ufUvF67X9ngP+SuI/g1ORCisZrjLkM2G6tfaXfYikTLxz1Hqf8765fvJ743Y2E20m/H51urV0MXADcZIw5I/FJ65wT8kU/qX4qS8z3gelAA7AT+C93wxkbY0we8EvgFmvtgcTnvP7ZDVA2X312MmEygBKcU/OfBh4wxhh3QxrSjcCt1tpa4FbgDpfjOYrX/ncGi9cY83mgB7jHrdgGkhgvTnz/DHzB1aCGMcB7nNK/uwHiTfnf3Ui5nfRvx2mLFlcTm+dZ1trtseku4GGcU1Mt8VM+semuwdeQ8gYri+c/S2tti7W211obBX7IO6cVPVc2Y0wI50/rHmvtQ7HZvvjsBiqbnz47mVBNwEOx0/MvAFGgjNT93nwIiP+ef0GKfc+99r8zSLwYYz4MXAxcGztQgdSMdzpO2/dXjDGbYzG9ZIypTIV4YdD3OGV/d4PEm9KnTH57AAAgAElEQVS/u9FwO+n/KzDTGFNvjMkErgYedTmmY2aMyTXG5Mfv41wQ1IhTpg/FFvsQ8Ig7EY6LwcryKPB3savZlwL7E07pekK/tniX43x24JTtamNMljGmHpgJvDDR8Y1UrMbkDmC9tfYbCU95/rMbrGx++exkwv0K56JCjDGzcDqU2E3qfm92AGfG7p8NbIzdd/037LX/nSH+S87HaR9/qbX2UMJLXP1ODBSvtXadtbbcWltnra3DSaYXW2ubSe3vREr+7oaIN2V/d6NmXb6SGOfq5zdwrtL+vNvxjLEs03CuPH8FeDVeHqAUeArni/IkUOJ2rCMsz304TSW6cf5MPjpYWXCuXv9u7HNcB5zgdvzHULafxmJfi/NjrkpY/vOxsr1O7Cr+VL0Bp+OcQl8LrIndLvTDZzdE2Xzx2emW1O/OQL/5TOBnOAeJLwFnp8r3ZpB4TwdWx/Yxq4AlsWVd/w177X9niHjfxGmnHZ/3g1T4TgwWb79lNvNO7z2p/J1Iyd/dEPGm7O9utDcTC1xERERERHzK7eY9IiIiIiKSZEr6RURERER8Tkm/iIiIiIjPKekXEREREfE5Jf0iIiIiIj6npF9ERERExOeU9IuIiIiI+JySfhERERERn1PSLyIiIiLic0r6RURERER8Tkm/iIiIiIjPKekXEREREfE5Jf0iIiIiIj6npF9ERERExOeU9IuIiIgMwBiT4XYMIuNFSb+kBWPMZmPMp40xa40xB40xdxhjKowxvzfGtBljnjTGFMeW/YUxptkYs98Ys8IYMz9hPVnGmNuNMVuNMS3GmB8YY7LdK5mIiIyn2P7is8aYtcBBY8wMY4w1xlxvjNlmjNlrjPkHY8yJsX3KPmPMdxJeP8MY80xsH7LbGPPzhOfmGGOeMMZEjDGvG2OudKWQkpaU9Es6uQJ4LzALuAT4PfDPwCSc38LNseV+D8wEyoGXgHsS1vG12OsbgBlANfCFCYhdREQmzjXARUAR0BObdzLOvuEq4L+BzwPvAeYDVxpjzowt9xXgcaAYqAH+B8AYkws8AdyLs3+5GvieMWbeBJRHREm/pJX/sda2WGu3A88Cq6y1L1trO4GHgeMBrLV3WmvbrLVdwJeA44wxhcYYAywDbrXWRqy1bcC/4fxxi4iIf3zbWrvNWtuRMO8r1tpOa+3jwEHgPmvtroR9yvGx5bqBqcDk2PLPxeZfDGy21v7YWttjrX0Z+CXwwYkpkqQ7Jf2STloS7ncM8DjPGBM0xnzNGPOWMeYAsDn2fBnOGYEcYHXsdO4+4A+x+SIi4h/bBpg37D4kdv8zgAFeMMa8aoz5SGz+VODk+P4jtg+5Fqgc39BFBqYLVESO9DfAZTinbDcDhcBenD/w3Th/7PNjNTsiIuJP9phfaG0z8DEAY8zpwJPGmBU4BxLPWGvfOz4hioyOavpFjpQPdAF7cGr1/y3+hLU2CvwQ+KYxphzAGFNtjDnPjUBFRCT1GGM+aIypiT3ci3MAEQV+A8wyxvytMSYUu51ojJnrWrCSVpT0ixzpbmALsB14DXi+3/OfBd4Eno81/3kSmD2hEYqISCo7EVhljGkHHgU+Za3dFLsO7Fyc68B2AM3A14Es1yKVtGKsPeYzWCIiIiIi4gGq6RcRERER8TldyCsiIiJpxRgzBacJ50DmWWu3TmQ8IhNBzXtERERERHxOzXtERERERHwuJZr3lJaW2vr6erfDSIre3l6CwaDbYSSFn8sG/i6fyuY9q1ev3m2tTfuB4LS/8CaVzZv8XDbwb/kG21+kRNJfW1vLiy++6HYYSRGJRCgpKXE7jKTwc9nA3+VT2bzHGLPF7RhSgfYX3qSyeZOfywb+Ld9g+ws17xERERER8Tkl/SIiIiIiPqekX0RERETE58bUpt8YcydwMbDLWrug33P/CNwOTLLW7h7LdkQkvXV3d9PU1ERnZ+ewy0ajUVpaWiYgquQIh8PU1NQQCoXcDkVExFNGs6+A9NtfjPVC3ruA7wB3J840xtQC5wIa3EJExqypqYn8/Hzq6uowxgy5bE9PDxkZKdFHwahZa9mzZw9NTU34tYcaEZFkGc2+AtJvfzGm5j3W2hVAZICnvgl8BtDIXyIyZp2dnZSWlo7oT9zLjDGUlpaOuJZKRETekS77Cji2/cW4H94YYy4DtltrXxnqTTfGLAOWAVRXVxOJDHTs4H0dHR0qm0f5uXxeK1s0GqW3t3fEy/b09CQ5ouSKRqOe+nxERFJFOiT8caMt67gm/caYHOCfcZr2DMlauxxYDnD8/FnWj/2kgn/7gAV/lw38XT6vla2lpWXEp2C9fLo2LhAIeOrzmUjGjuzgT0REjjTevfdMB+qBV4wxm4Ea4CVjTOVQLwruexsafznOoYiIuCMvLw+AHTt28IEPfGDAZc466yzfDjKVTMHIWxDZ5HYYIiLjYiL3F+Oa9Ftr11lry621ddbaOqAJWGytbR7ydRnZ8OBH4M/fBqvLAETEHyZPnsyDDz7odhj+YnvhR++BbX91OxIRkXEzEfuLMSX9xpj7gJXAbGNMkzHmo8eynt7ieph/OTzxr/D7z0BUp29FJHXcdtttfPe73+17/KUvfYmvfvWrnHPOOSxevJiFCxfyyCOPHPW6zZs3s2CB05txR0cHV199NXPnzuXyyy+no6NjwuJ3mzHmTmPMLmNM4wDP/aMxxhpjykayrt7i6ZCVDz+5GF57dPyDFREZg1TeX4yp4au19pphnq8b2ZoMXHEnFFTDyu9ATxdc8i1Io4sxRGSEfn8bNK8b9OmgtaP/76hcCBd8bdCnr7rqKm655RZuuukmAB544AEee+wxbr75ZgoKCti9ezdLly7l0ksvHfTCqu9///vk5OSwfv161q5dy+LFi0cXo7fdxTh172yDmXDDk3Df1fCLD8MH74J5l45jqCLiC8PsK+AY9hfD7CsgtfcXqXO1WyAA5/0/yAjDs7dDZp7zWIm/iLjs+OOPZ9euXezYsYPW1laKi4uprKzk1ltvZcWKFQQCAbZv305LSwuVlQNfwrRixQpuvvlmABYtWsSiRYsmsgiustauMMbUDfBUvHvno6u9hpJbBn/7K/jp5U7T0KvvhVnD9h8hIpJ0qby/SJ2kP+7sf4HD7fD8dyGvHE6/xe2IRCSVDFPL0puk3ns++MEP8uCDD9Lc3MxVV13FPffcQ2trK6tXryYUClFXV6f+9UdhpN07x5YdsItnc9EPyX/oWoI/v44DH3iA3gpvH0h5rSvd0VDZvMlrZTuiy+b3fnVEywcCo2zpPoIuoa+44gp+/vOf09LSwgc+8AHuvvtudu3axapVqwiFQsyYMYP29va+WHt6eo64b62lt7e3b5619ohl+pdhpJ9R6iX9xsB5/w5tzfDUl6F6CdS/y+2oRCTNXXXVVXzsYx9j9+7dPPPMMzzwwAOUl5cTCoV4+umn2bJly5CvP+OMM7j33ns5++yzaWxsZO3atRMUeeoZTffOcGQXzw0NDQldPJfAhx+B5WdR+IdPwt8/Azne7erUa13pjobK5k1eK9touneG5HXxfM011xy1v6ioqCA7O7tvf5GRkdG37f73zzzzTH7+85/z3ve+l8bGRtatW3fEMolG08XzeHfZOT4CAbjsO1A6Ax68Hg7sdDsiEUlz8+fPp62tjerqaqqqqrj22mt58cUXWbhwIXfffTdz5swZ8vU33ngj7e3tzJ07ly984QssWbJkgiJPScfUvfOAcsvgyp9AezP88gZ1BCEirkvV/UXq1fTHZeXDlT+FH54NDy+Dv3tU7ftFxFXr1r1zUVhZWRkrV64ccLn29nYA6urqaGx0OqzJzs7m/vvvT36QHmCtXQeUxx/HEv8TrLW7j2mF1Uvggq/Db26F578Pp35ifAIVETlGqbi/SM2a/rjyOc7FvG+vgNV3uR2NiIgcg/Hq3nlIS66HmefB0/8G+7aN++pFRLwutZN+gCUfhrp3wZNfhIPHVgkkIiLusdZeY62tstaGrLU11to7+j1fd8y1/HHGwIX/CTbqjPciIiJHSP2k3xi48Hboaoc/Dn8ltoj4k02T0brTpZxJUTwV3v05eP13sOG3bkcjIi5Ip//Q0ZY19ZN+cJr5nHgDvHQ3RDa5HY2ITLBwOMyePXt8/2durWXPnj2Ew2G3Q/GupR+Hstnw1FcgGnU7GhGZQOmyr4Bj21+k7oW8/b3r/zjt+p/9htOzj4ikjZqaGpqammhtbR122WPqdzmFhMNhampq3A7Du4IhOPMz8MuPwvpHYP7lbkckIhNkNPsKSL/9hXeS/vxKp33/i3fAGZ92TuOKSFoIhULU19ePaFmv9SstSTD/cnjm6/DMf8Dcy5xuoEXE90azr4D0219465/wtE+BCcBz33Q7EhERSVWBoFM5tOs12PAbt6MREUkJ3kr6C6vh+Ovg5Z85I/aKiIgMZMEVzgCPz/4XpEH7XhGR4Xgr6Qc45RMQ7YbVP3E7EhERSVWBICy9EXauge2r3Y5GRMR13kv6S6fD9HNg9Y+ht9vtaEREJFUtugoy82HV/7odiYiI67yX9AOc+FFo2wlvPuV2JCIikqqy8uG4q2D9o9C53+1oRERc5c2kf+a5kF0C6x5wOxIREUllx10DPZ3w2qNuRyIi4ipvJv3BkNMl24bfQVeb29GIiEiqql4CJdNh7c/djkRExFXeTPrBaavZ0wHr1R2biIgMwhhnf7H5Odjf5HY0IiKu8W7SX3sSFE1VEx8RERnaog8CFtb9wu1IRERc492k3xhY+EHY9Cdoa3E7GhERSVUl06DmJHjl5+qzX0TSlneTfoBFV4KNwmuPuB2JiIikskVXQut62P2G25GIiLjC20n/pNnOBVobH3M7EhERSWWzznemb2h/ISLpydtJP8Cs8+DtZ+HwQbcjERGRVFVUCxULlPSLSNryftI/81zo7YK3V7gdiYiIpLJZ58HWldCx1+1IREQm3JiSfmPMncaYXcaYxoR5/2mM2WCMWWuMedgYUzT2MIcw9TTIzIM3/pDUzYiIiMfNOh9sr0ZzF5G0NNaa/ruA8/vNewJYYK1dBLwBfG6M2xhaRiZMfzdsfEK9MoiIyOCql0BOKWx83O1IREQm3JiSfmvtCiDSb97j1tqe2MPngZqxbGNEZp4HB7ZDS+Pwy4qISHoKBJ0moRsfh2iv29GIiEyojCSv/yPAgGOfG2OWAcsAqquriUQiAy02ImbSSRQDh175FZ2Z1ce8nmTo6OgYU9lSmZ/LBv4un8omaWvmufDKfdD0V5iy1O1oREQmTNKSfmPM54Ee4J6BnrfWLgeWAzQ0NNiSkpJj31hJCVQsJKf5r+SMZT1JEIlEGFPZUpifywb+Lp/KJmlr2lnOdPOzSvpFJK0kpfceY8yHgYuBa62doIb2dafBtheg5/CEbE5ERDwopwTK58Pm59yORERkQo170m+MOR/4DHCptfbQeK9/UFNPhZ4O2LlmwjYpIiIeVHe6KolEJO2MtcvO+4CVwGxjTJMx5qPAd4B84AljzBpjzA/GIc7hTT3Nmar2RkREhlJ3GnQfgh0vux2JiMiEGWvvPddYa6ustSFrbY219g5r7Qxrba21tiF2+4fxCnZIuWVQNhu2/GVCNiciIiOTEmO6JIpXEm1RJZGIpA/vj8ibaOqpsPV5dcUmIpJa7sLtMV0S5ZbBpLmw+c8TtkkREbf5K+mvOx0Ot0HzWrcjERGRmJQZ0yVR3elOJVFv94RuVkTELcnup39iTT3VmW75C0w+3t1YRERkpAYd0wXGd1yXuFDZceR3/5D9r6+gtzI19hd+HmNCZfMmP5cN/F++/vyV9BdMhuJ655TtKTe5HY2IiAxjuDFdYJzHdYmbfz78Hgoj62DeOWNf3zjw8xgTKps3+bls4P/y9eev5j3gDLbS9AJM0PAAIiJybFwZ0yUub5JTSbR99YRuVkTELf5L+icvhoOtsL/J7UhERGQQro3pkqh6CWx/yZVNi4hMNP8l/dWLnekO/ZGLiKSClBrTJVH1EjjQBG3NE75pEZGJ5q82/QAVCyCQ4dTezLvM7WhERNKetfaaAWbfMeGB9Fe9xJlufwnmXOhuLCIiSea/mv5QGCrmq6ZfRESGVrkQTFDt+kUkLfgv6QenXf+ONRCNuh2JiIikqswcqJinpF9E0oI/k/7qJdB1ACJvuR2JiIiksuolzplhVRKJiM/5NOmPXcyrXhlERGQo1Uugcz9ENrkdiYhIUvkz6S+bDaEctesXEZGh9V3MqyY+IuJv/kz6gxlQdZxq+kVEZGiT5kAoF7a/6HYkIiJJ5c+kH5yLeZvXQm+P25GIiEiqCgShahHsXOt2JCIiSeXfpL9yIfR06mJeEREZWsV8aHkVrHU7EhGRpPFv0l8xz5m2vOpuHCIiktoqFsDhNti3xe1IRESSxr9Jf9lsZ9CVXa+5HYmIiKSyyoXOVJVEIuJj/k36Q2EonaE/cRERGVr5XMBAc6PbkYiIJI1/k354p52miIjIYDJzoWQatCjpFxH/8nnSP89po9nV5nYkIiKSyirmK+kXEV/zedK/wJnuWu9uHCIiktoqF0LkbehqdzsSEZGk8HfSX64efEREZAQq5gNWlUQi4lv+TvqLpkBmvnrwERGRocXPDKuJj4j4lL+TfmOcdv2q6RcRkaEUTYGsAu0vRMS3xpT0G2PuNMbsMsY0JswrMcY8YYzZGJsWjz3MMSifp5EWRURkaMboYl4R8bWx1vTfBZzfb95twFPW2pnAU7HH7qmYD537oG2nq2GIiEiKK5/nNAdVJZGI+NCYkn5r7Qog0m/2ZcBPYvd/ArxvLNsYs/jFvLo4S0REhjJpNnTuh/ZdbkciIjLuMpKwzgprbbxavRmoGGghY8wyYBlAdXU1kUj/Y4fxYTLKKAYObnuFrpLjk7KNoXR0dCStbG7zc9nA3+VT2UQGUDbLme5+HfIH3HWJiHhWMpL+PtZaa4wZ8DyptXY5sBygoaHBlpSUJCeI4mIIF5J7aDu5ydrGECKRCEkrm8v8XDbwd/lUNpEBTJrtTFtfh/oz3I1FRGScJaP3nhZjTBVAbOrueVJjoHQm7H7D1TBERCTF5Vc53TxrfyEiPpSMpP9R4EOx+x8CHknCNkanbBbsftPtKEREJJUZA2UznZp+ERGfGWuXnfcBK4HZxpgmY8xHga8B7zXGbATeE3vsrrIZ0LYDutrcjkRERFLZpNmq6RcRXxpTm35r7TWDPHXOWNY77uIXZ+15EyZP/MW8IiLiEWWz4JX7oPMAhAvcjkZEZNz4e0TeuNKZznT3RnfjEBFJQ54YyDEufjGv9hci4jPpkfSX1IMJ6pStiIg77iLVB3KMS+y2U0TER9Ij6c/IguKpqrkREXGBJwZyjCuuh0BIF/OKiO+kR9IPsR58lPSLiKSIEQ3kOOGCGVA6XWeGRcR3kjo4V0opnQGb/gTRXggE3Y5GRERihhrIESZuBPe4vII6gi2vsX+CR3b282jSKps3+bls4P/y9Zc+SX/ZLOjphP3boLjO7WhERNJdizGmylq7c7iBHCdsBPe46oWw6XFKCnKd5qETxM+jSats3uTnsoH/y9dfejXvAQ3SJSKSGlJvIMe40plgo7B3s9uRiIiMmzRK+mPddu5Ru34RkYnkmYEc40qnO9PIJnfjEBEZR+nTvCenFDLzIfK225GIiKQVzwzkGFcyzZkq6RcRH0mfmn5jnLb8e5X0i4jIELKLIVyopF9EfCV9kn6Akjq10RQRkaEZ49T273nL7UhERMZNeiX9xfWwdwtEo25HIiIiqaxkmmr6RcRX0ivpL6mH3i5o2+F2JCIikspKpjtdPPccdjsSEZFxkV5Jf7x/fjXxERGRoZRMc7rt3LfV7UhERMZFmiX99c5UPfiIiMhQ+nrwUbt+EfGH9Er6C2vBBNWDj4iIDE3ddoqIz6RX0h/MgKJa1fSLiMjQcssgq0BJv4j4Rnol/RDrwWez21GIiEgqM8bp/EFJv4j4RPol/SX1at4jIiLDU1/9IuIj6Zf0F9dBx17o2Od2JCIikspKpjm99/R2ux2JiMiYpWHSH+vBR018RERkKCXTwfaq204R8YX0S/pL4km/mviIiMgQ1IOPiPhI+iX98QG61IOPiIgMpXiqM9WZYRHxgfRL+rPyIadMNf0iIjK0vEoIZql5j4j4Qvol/QBFU2DfNrejEBGRVBYIOGO77NvidiQiImOWtKTfGHOrMeZVY0yjMeY+Y0w4WdsataJa2K+kX0REhlE0BfYq6RcR70tK0m+MqQZuBk6w1i4AgsDVydjWMSmshf1NYK3bkYiISCormqqafhHxhWQ278kAso0xGUAOsCOJ2xqdwlro6YSDu92OREREUlnxVGdsl84DbkciIjImSUn6rbXbgduBrcBOYL+19vFkbOuYFNU60/26OEtERIZQFOvBRxfziojHZSRjpcaYYuAyoB7YB/zCGHOdtfZnCcssA5YBVFdXE4lEkhHKgIKmkEKgrWk93dn1Sd1WR0fHhJZtIvm5bODv8qlsIiPUl/RvgcoF7sYiIjIGSUn6gfcAb1trWwGMMQ8BpwJ9Sb+1djmwHKChocGWlJQkKZQBZM8HIL93LyR5u5FIhAkt2wTyc9nA3+VT2URGqK+vfrXrFxFvS1ab/q3AUmNMjjHGAOcA65O0rdELF0FmvnMxr4iIyGBySiGUq4t5RcTzktWmfxXwIPASsC62neXJ2NYxMQYKa9RXv4iIDM0Yp7ZfbfpFxOOS1bwHa+0XgS8ma/1jVlSrC3lFRGR4RVPVvEdEPC89R+QFp9tO1fSLiMhwiqY4zXs0touIeFj6Jv1FtdC5D7ra3I5ERCRtpfTo7XHFU+FwOxxSr1Ai4l3pm/QXxvrqV22/iIgrUn709rjEbjtFRDxKSb968BERcVPqjt4eV6ykX0S8L32Tfo3KKyLiqpQfvT2uaIoz1cW8IuJhSeu9J+XlVUIgpOY9IiIuGcno7bHlXBvBPa4oq4DDu97kUBK37efRpFU2b/Jz2cD/5esvfZP+QAAKq2G/kn4REZcMO3o7uDyCe1zRFMKduwkncdt+Hk1aZfMmP5cN/F++/tK3eQ+o204REXel9ujtiQprdA2YiHiakv4DqXfNmIhIOkj50dsTFdboGjAR8bT0bd4DUFAFbTsh2guBoNvRiIiknZQfvT2usAY690PnAQgXuB2NiMiopXdNf8FksL3QvsvtSEREJJXFu3k+sN3dOEREjlGaJ/3VzlRNfEREZCiFNc5U7fpFxKPSPOmf7EzblPSLiMgQ+pJ+df4gIt6U3kl/fizpV02/iIgMJa8STFA1/SLiWemd9OeUQjBTbTRFRGRowQzn7LCSfhHxqPRO+gMByK+CAzvdjkRERFKd+uoXEQ9L76QfnIt51bxHRESGU1ijNv0i4llK+gsmq3mPiIgMr7DGqSSK9rodiYjIqCnpL6hy/sStdTsSERFJZYU1EO2B9ha3IxERGTUl/QXV0NsFHXvdjkRERFJZfIAutesXEQ9S0h/vq19NfEREZCjqq19EPExJv0blFRGRkdCovCLiYUr686ucqWr6RURkKOFCyCpU0i8inqSkP68CTEB99YuIyPDUV7+IeJSS/mCGM7y6mveIiMhw1Fe/iHiUkn5QX/0iIjIyqukXEY9KWtJvjCkyxjxojNlgjFlvjDklWdsas4LJ0KbmPSIiMozCGqeL5652tyMRERmVZNb0fwv4g7V2DnAcsD6J2xqbgslq3iMiIsOL99Wvs8Mi4jFJSfqNMYXAGcAdANbaw9bafcnY1rgomAxdB6Crze1IREQklamvfhHxqIwkrbceaAV+bIw5DlgNfMpaezC+gDFmGbAMoLq6mkgkkqRQhpdp8skD9jVtIFo8fVzX3dHR4WrZksnPZQN/l09lEzlG6qtfRDwqWUl/BrAY+KS1dpUx5lvAbcC/xhew1i4HlgM0NDTYkpKSJIUyAlUzASgKdMA4xxGJRHC1bEnk57KBv8unsokco/wqp5tnJf0i4jHJatPfBDRZa1fFHj+IcxCQmuIDdLU1uxuHiIiktmAG5E9W0i8inpOUpN9a2wxsM8bMjs06B3gtGdsaF/kVzlQX84qIyHAKa2Cf2vSLiLckq3kPwCeBe4wxmcAm4PokbmtssvIhM181/SIiMrzCGtj+ottRiIiMStKSfmvtGuCEZK1/3BVUqa9+EREZXmE1vPYIRKMQ0BiXIuIN+reKy69UTb+IiAyvsBai3XCw1e1IRERGTEl/XH4VtKlNv4jIRPLU6O1xBdXOVBfzioiHKOmPi9f0W+t2JCIi6cQ7o7fHxfvqP6CkX0S8Q0l/XP5k6D0MHXvdjkREJC14bvT2OA3QJSIepKQ/Lr/SmarbThGRiZI4evvLxpgfGWNy3Q5qWNnFEMpR0i8inpLMLju9JXGArsoF7sYiIpIehh29HcAYswxYBlBdXU0kEpnwQPsrzKuit3UT7eMYS0dHR0qULRlUNm/yc9nA/+XrT0l/XLymX912iohMlIFGb7+t/0LW2uXAcoCGhgZbUlIycREOpngKwY5djGcskUhkXNeXSlQ2b/Jz2cD/5etPzXvi+pJ+ddspIjIRPDd6e6LCGjiw3e0oRERGTDX9cRlZkFOqbjtFRCaWd0ZvT1RYC+0t0NPl7D9ERFKckv5E+VWq6RcRmUCeG709rjDWV/+BHVBS724sIiIjoOY9ifIr1aZfRESGp247RcRjlPQnUk2/iIiMRIGSfhHxFiX9ifKrnDaavT1uRyIiIqmsr3mPkn4R8QYl/YnyK8FG4WCr25GIiEgqC2VDTplq+kXEM5T0J+oboEvt+kVEZBiF1bBf3XaKiDco6U9UoKRfRERGqLBWNf0i4hlK+hOppl9EREaqoFpJv4h4hpL+RLmTwATVg4+IiAyvsAYOt0HnfrcjEREZlpL+RIEg5FWopl9ERNNsi/cAABcvSURBVIanvvpFxEOU9PeXXwkHlPSLiMgw+pJ+XcwrIqlPSX9/GqBLRERGoi/p3+ZuHCIiI6Ckv7/8SjXvERGR4eVVQCADDqimX0RSn5L+/gqqoCMC3Z1uRyIiIqksEIT8yWrTLyKeoKS/v3i3ne1q4iMiIsMorFHSLyKeoKS/v/xKZ6p2/SIiMpxC9dUvIt6QtKTfGBM0xrxsjPlNsraRFBqgS0RERqqwBg7sgGjU7UhERIaUzJr+TwHrk7j+5Ign/eq2U0REhlNYA9FuaG9xOxIRkSElJek3xtQAFwE/Ssb6kyq7GIJZqukXEZHhFU11pvu2uBuHiMgwMpK03v8GPgPkD7aAMWYZsAygurqaSCSSpFBGrzC3nJ49Wzg4mpisJbhrHdGcSdj42QKgo6Mjpco2nvxcNvB3+VQ2kXEST/r3boEpS92NRURkCOOe9BtjLgZ2WWtXG2POGmw5a+1yYDlAQ0ODLSkpGe9Qjl1hNcGuCFkjjamnC35yCWxbBbnl8KFfQ/kcACKRCClVtnHk57KBv8unsomMk6IpzlQ1/SKS4pLRvOc04FJjzGbgfuBsY8zPkrCd5CmoGl3znhW3Own/uz8PxsDPr4Nob/LiExGR1BAKO9eC7R1l0t95IDnxiIgMYtyTfmvt56y1NdbaOuBq4I/W2uvGeztJlV818i4725rhuW/CwivhzM/Ahf8JezZC40PJjVFERFJD0VTY+//bu/MgOcrzjuPfd+49pJV2dd9CWgOKhQTmBmMihAmEw6kkDo5tXJRjXLYT45RdLhzHLpJyUk5StuPYriQYnAB2QcUGG1cqGJAxZ8BBAiHEISRA6AQhrbQraa853vzx9Ghmd2d2V8vO9k7r96ma6t7unpnnnXf2fZ9+u6d7++i27doDt14K31wIj3+rpmGJiJTTdformTIH+o9A3+GRt332Trtyw8U32d+nXAWzVsAT3wbvaxuniIiEb/ri0Z/e8+Bfw1ubYOlF8Ou/hS2/qm1sIiKBmib93vtHvPdX1vI9amK0l+0s5GHDf8JJF0PbMlsWi8HZn4J9L8FbL9QwSBERmRSmLYau3ZDPDr/drvWw+R44//Pw0Z9B6zJ49JsaIBKRCaGR/kpGe4OuXc9A1y4447qBy1d8CGIJeOGntYlPREQmj+lLwBegc+fw2z13JySb4IIbIZGG8z4Le56DHU9NSJgicmJT0l/JsaR/hPP6t60DF4dllwxc3thqyzbfqxEcEZGoa11q047Xq2+Tz8JLv4STL4d0sy1b9aeQaYENt9c+RhE54Snpr2RqkPR37hh+u23rYMFZ0DBt6LoVV0PXLuIHXhn/+EREIsQ5F3fOPeec+++wYxmTtuU23b+t+javPwo9HfDePywtSzXCyVfAq/ePfGqQiMi7pKS/klQTTJkHB16rvs3R/bBnIyxfW3l9MPqf3P5oDQIUEYmUG4GXww5izJpmQroF9r9afZutD0CyEZYPOjJ8ypXQ2wnbn6htjCJywlPSX82M5bB/a/X1258AvP2It5Kpc2H2SpJvPjL+sYmIRIRzbgHw+8CtYccyZs5Zn3FgmD7jjcdg8fl2Ln+5ZWsg0QCv1OdBDhGpH0r6q2lrtwa82jn5O38LiQzMXVX9NdrXkti7QTdhERGp7p+BLwOFsAN5V9raq5/ec/hteOcVu0znYKlGGzzatq6W0YmIkAg7gElrRrsdcj26H5pnDl2/42mY/z5IpKq/xvK1uCe+A288CqdeVbtYRUTqkHPuSmCf936Dc+7iYba7AbgBYP78+XR0dExQhKOXaZpP4+E9dLy1004RLZPacj/NQGfrKvIVYk/PPYemV++n/+0tdHDyBEU8sXp6eiZlvY0Hla1+Rb18gynpr6at3aYHtg5N+vu77eYq539++NdYeA4+2Yzbtk5Jv4jIUBcAVzvnrgAywFTn3I8H38Xde38LcAvA6tWrfWtr68RHOpIFpwHQWjgArQsHrntnA6RbaDn5/RCLD33uyqvg0ZuZ8vYzNJ163gQEO/E6OjqYlPU2DlS2+hX18g2m03uqmVG8GkOFczR3b4BCDhadO/xrxJNkF10AW9fp0p0iIoN477/ivV/gvV8CXAs8PDjhrxszgxH6dypcse2Nx2DJhZUTfrCbO7YsIrnj8drFJyInPCX91bQstHP239kydN1rD9v1+ReeM+LLZBd/wG7gVakjEBGRaGhrtx/k7tk4cPnBN+Hg9srn8xc5B8vXkNj1lC7dKSI1o6S/mljcfqS7e8PQdVsfhEXnVb4+/yDZxR+wGf1IS0SkKu/9I977K8OOY8ziCZh7mt1ht9z2YPR+uKQfYNkaYv2HYdf62sQnIic8Jf3DWXAW7N0Iuf7Sss7d8PZmaL90VC9RmDIPZp4KWx+qUZAiIjIpzDvDfu+Vz5WWvf4INM6AWacO/9ylF+FdzI4ki4jUgJL+4Sw4E3K9luQXbX3Apu+5bPSv074WdjwFfUfGNz4REZk85p0O2e7STbryWRvwab/UTuEZTsN08rNXKekXkZpR0j+cBWfZtPxw60v3QetJMPOU0b/O8rWQ7y8d5hURkeiZd7pNdz1j0x1PQe8hOPmKUT09u+j9sOdZ6D5xLiEoIhNHSf9wWhbA1Pl2Dj/A0QPwxuOw4kMjj9qUW3QeJJt0io+ISJS1LYdpi2xwCGDL/RBP2113RyG7+CLwBbvaj4jIOFPSP5Izr4dtD8HOZ+Cln4PPw4prju81Emn7Ede2h3TpThGRqIrFYOWH4fXf2JXfnr/LTu1JN4/q6bnZqyA9Vaf4iEhNKOkfyTmfgaaZcO+n4KGb7S68c1cd/+u0r4VDO+BAldu0i4hI/Vt1rY3W33419ByCi28a/XNjCRsgeu03GiASkXGnpH8k6Wb48B1QyAfzdx7fqT1Fy9faVKf4iIhE14x2uOTrUMjCWZ+EOSuP7/nL1kCnBohEZPwlwg6gLiw+H/5ivf0YNz1lbK8xfYndvGXbOjjvs+ManoiITCLv/6I9xmL5JTZ97WHbgRARGSca6R+tRHrsCX9R+6Ww/Qno7x6fmEREJFqmL7ErxOm8fhEZZ0r6J9LySyDfB28+GXYkIiIyWS1bY1eKy/WFHYmIRIiS/om0+EJINcOm/wo7EhERmaxOvhyyR0uXixYRGQdK+idSMgNnXAcv3gudu8KORkREJqOlF0PTLHj+7srr+4/CQ1+H750J3z8bHvwa9HZOaIgiUn+U9E+0cz9jl2L73+9V3ybXD9meiYtJREQmj3gCVv4xvPoAHHln4LqON+CHa+DJ70LrUpi2EJ76PvzbhfDWC+HEKyJ1QUn/RJu2CE7/GDxzK+wfdEm2vc/DXR+Bv58LfzcHbr8Kdq0PJ04REQnPmdcD3kb0i7Y/aQn/4bfg47+Aj/4UPnYPXP8ryOfgtsvsLsAiIhXU5JKdzrmFwB3AbMADt3jvv1uL96pLa74Gm++F+z4H1/3Cfqz18Ddg/W3QMB3O/rSdCvTcj+HWtXDan8B5n4O5pw18nVwfHHwTOl6DjtfhyD7o6YC+I3Z5UV+AeMquPFScJjJl82m7RXwiFSwP5uPBukwLNEyzmNItdrdJERGpvRntcMGN8Pi3rA3O98H6H0HbcvjI3dC2rLTtonPgUw/DXdfawNFlfwfnfrbyPWWyvbB7Pex4GvZvtf4j2wM4cARTBy5Wmq84jQ1cFotbnI1t0NBq0ylz7EhEy0Lwg/qPQgFyPdZf9R+B7g448jb0HQafL/Vfs38HZp4C8WTlz6nvCBzeC1274eh+u8rezFNsgK1S+b2393nnFbuSXvNsmL7Y4h3LPXgmi0IB+g/bqV/pqZBqqu/ySE3U6jr9OeCL3vtnnXNTgA3OuYe89y/V6P3qS/NMuPq78LNPwr9/wBL17gNw1p/B737VEm2AC/8SHvkmrP8P2HQ3LDgbZq+Ag9stye/cZQ1jUSwJja32Y+FExhrlfD/keoNpnz3yfVDIHWfQzhr05ll2h+KGaTT3HAFy1sj0dFiD6wuQbIBko00TGWusY0mbpprtJmepZmuc01OsYertgr4uOy+1t8sa/lg82DlpsO0a26CpzaaZFmvk8v2lz6/7gC0r7twkG+yzzLRYPF274dBO6D1kRYqnLaZ40u6E6WI2jacgkSLTl4Mp0219Ig0uHnze3qbe27yLl14jFg+myaGdYtXOc7TToB7K3yNW/t5Jq9dcj9VzNpgW/y7kgkee1NFumDqt7LnBo/h5xFP2KH4eeMhn7fn5rN14KJ8b+lkcmy9+bQaVYcRllK2DoZ9DpWUDXyPW1QmFjqEdXvnzh/zt7QZ8vhBM8wP/t2quLKZK9RqLT2AsMmlc9GVLUJ/+gbUzp38cPvgNyEwduu3UuXD9/8DPPw0P/BXseMruFTBlniW425+wK8ftWm99AMDUBdB2kv1+AF/2fzz4/7nSurL5QsH6mc7d1g73HLTlZVqh1Fa6WLCjMcq7DicyMOM9lsxCsJMQtPnZKpfAzkyzgbKp8+3/yBega4+dAtW9f+j2ySbb0Zqz0nYCCoWgveuz8nR32KP3UNBPdVqZgenV2u1Y0gbScNZXOWf9UWZa0DcF01iFVKziHZm99be9QV/Z1zVwvvzzjKesr2xss7yguCNW/Luxzfr0Qt76iGyvlSfXG/QdvdB/lMbDHeCCfj571OIasFMYK/V15TuKg5eV9yE+6KeTjaW+OtlgfX0yE0wbbJsBbX/AuVL9FLLB6+bL5oO/y+d98ftcKLXtyQYy+Ti0tAXfEc/Q72SVvqcYR/l0uL4unrZ2vP+IfdbH+vFEqf7L4xucawxe5wv2/1Q+qFs+oFuF8xNwq2/n3H3A9733FW9Hu3r1ar9x48aaxxGGjo4OWltbK6/c9FN49narqEu+DvNWV96u5yA8ewdsvseS1ulLbJSn9SRoXWbz05faP/Jo9+wL+dIOQK7CjkGu1xqRnoN2K/meg9bAHt1n55j2HiLnkiQyUyDVGIzwzLAvcrYneHQHr5st/TP2H7WEvv+ITYNGk0TGGvRMiz3SzaUYcz3WsHV32EhGJbGENWKxRNBw9QcN1KDELRMcuQCLJ99n5S4ULNEr5OxvkUnG/U3XBu/9mWHHEbYTsr/o2mvtYqpx5BcpFODJ78Cj/2RtZ5GLwdxVsPgCWHIhLDq31BaOt0Le+o3De2xw6tBOeg7spCGdPDbwQKqp7NFsSWnzLNuhcfFgx6DbkvQ9z9mOS7YX8PacYwlsG7QsgKnzbECq5xDse9FOl937PBw9YP2Pi9n6Oe+FOafBrFPtfQ+/BYfetMG0d16BvZtsIKkonhp4BKOYrGdajiVXPT09NGTSDNkpKvYnvmBJny8EOwyHLM7i1OerfJAV+vNUY9BHtthnlWkJ+s5gPtVkfWtxp6j7YNl85R2yqu+daqKQyBArDtQlG+1zrJaQlu8MDk5ccQMH2HJ9pRwh22vf1fHue10sGDRJVNg58aWdmwiq1l/UPOl3zi0BHgPe673vKlt+A3ADwPz589+3adOmmsYRlp6eHhoaGsIOoybGpWz5bGmvfzRyfbjeg7i+w3a6USyFz7TgU1OG7vB4D/1HiPV3QbYH3zQLn64wQjZY0Fj3Hu2kIZWAfD8u328d1bFGw+GDn8Q4nw9GEnK4Qr40ou7zdiCAaqNmlI0sDOwsHD5olyuNrtkIh/PBSIbP44oj7/EEPp7GB6dr+UQGEml8PH1sRMG7OH293WSScYsxn8P5nD2/kMUFoycunw12iLLYEQY7EuDLRydcDD/4dIDi30PKRoXyVSlj2balbWDwaKMb0H7Z8v7+PlLJZIXnlf1dXtdFLmY7rS6OL+8gamlw++sLQ+s1+E41X/IlJf2coEn/WBzZB288ZonltMWw8GxLCkMyrmWrJe+t3TuWKI7cBtRN2cDak97O0g5ALFEaVS8faU+kwbmJLVshX0rEs902eFepDfd+4Eh58WyCY0dIi0dJRz4luWP/Plqb02UDhGUj++Uj/75KHBX7pgrri0fbU832eZfnCsU+9li/U7ZzUm0ZzvrvXH8weNtXGrjN9+MWnVOxv6jV6T0AOOeagXuAL5Qn/ADe+1uAW8Aa8br5hzlOddUYHKfwyjb3OLZtG/O7dMSTTI9w3bVEuGzNkSzbl8IOQOpJ8yxY+UdhR1F/nBv9IFQ9isWD03smYRsZi9tR/nTzBL5nItSd4YlWs19mOueSWML/E+/9vbV6HxERERERGV5Nkn7nnANuA1723n+7Fu8hIiIiIiKjU6uR/guAjwNrnHMbg8cVNXovEREREREZRk3O6ffeP0HFn52LiIiIiMhE092WREREREQiTkm/iIiIiEjEKekXEREREYk4Jf0iIiIiIhFX8zvyjioI5w4DW8KOo0ZmAPvDDqJGolw2iHb5VLb6s9h7PzPsIMKm/qJuqWz1Kcplg+iWr2J/UdM78h6HLVG9vbxzbr3KVp+iXD6VTeqY+os6pLLVpyiXDaJfvsF0eo+IiIiISMQp6RcRERERibjJkvTfEnYANaSy1a8ol09lk3oV5fpV2eqTyla/ol6+ASbFD3lFRERERKR2JstIv4iIiIiI1EjoSb9z7vecc1ucc9ucczeFHc+75Zzb7px7wTm30Tm3PljW6px7yDm3NZhODzvO0XDO/cg5t885t7lsWcWyOPMvQT1ucs6dEV7kI6tStpudc7uDutvonLuibN1XgrJtcc5dFk7Uo+OcW+ic+41z7iXn3IvOuRuD5XVfd8OULRJ1J9VFra8A9Rf10OaA+ot6rTv1FxV470N7AHHgNeAkIAU8D6wIM6ZxKNN2YMagZf8I3BTM3wT8Q9hxjrIsFwFnAJtHKgtwBXA/4IBzgd+GHf8YynYz8KUK264IvptpYGnwnY2HXYZhyjYXOCOYnwK8GpSh7utumLJFou70qFrvkesrgnKpv5jkbc4wZYtEm6P+on7rbiyPsEf6zwa2ee9f9973A3cD14QcUy1cA9wezN8OfCjEWEbNe/8Y0DFocbWyXAPc4c3TwDTn3NyJifT4VSlbNdcAd3vv+7z3bwDbsO/upOS93+u9fzaYPwy8DMwnAnU3TNmqqau6k6pOlL4C1F9MOuov6rPu1F8MFXbSPx/YWfb3LoavkHrggQedcxucczcEy2Z77/cG828Bs8MJbVxUK0tU6vLPg0OWPyo7rF63ZXPOLQFOB35LxOpuUNkgYnUnA0S1HtVfmHqtz0i1Oeov6rNsxyPspD+KLvTenwFcDnzOOXdR+Upvx5AiccmkKJUl8K/AMmA1sBf4VrjhvDvOuWbgHuAL3vuu8nX1XncVyhapupMThvqL+hWpNkf9xYkh7KR/N7Cw7O8FwbK65b3fHUz3AT/HDg29XTz8FUz3hRfhu1atLHVfl977t733ee99AfghpcN6dVc251wSa+R+4r2/N1gcibqrVLYo1Z1UFMl6VH9xTN3VZ5TaHPUX9Vt3xyvspP8ZoN05t9Q5lwKuBX4Zckxj5pxrcs5NKc4DHwQ2Y2X6RLDZJ4D7wolwXFQryy+B64Jf9p8LdJYdGqwLg85L/AOs7sDKdq1zLu2cWwq0A/830fGNlnPOAbcBL3vvv122qu7rrlrZolJ3UlWk+gpQf0GdtDnVRKXNUX9Rv3U3JhP9y+HBD+yX4K9iv5L+atjxvMuynIT98vt54MVieYA24NfAVmAd0Bp2rKMsz13Yoa8sdm7bJ6uVBfsl/w+CenwBODPs+MdQtjuD2Ddh//xzy7b/alC2LcDlYcc/QtkuxA7FbgI2Bo8rolB3w5QtEnWnx7B1H5m+IiiP+os6aHOGKVsk2hz1F/Vbd2N56I68IiIiIiIRF/bpPSIiIiIiUmNK+kVEREREIk5Jv4iIiIhIxCnpFxERERGJOCX9IiIiIiIRp6RfRERERCTilPSLiIiIiESckn4RERERkYj7fxeFaPr0FuamAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 936x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, y, splits = get_Monash_regression_data('AppliancesEnergy', split_data=False)\n",
    "tfms=[None, TSRegression()]\n",
    "batch_tfms = TSStandardize(by_sample=True, by_var=True)\n",
    "dls = get_ts_dls(X,y,splits=splits,tfms=tfms, batch_tfms=batch_tfms)\n",
    "learn = ts_learner(dls, TSTPlus, metrics=[mae, rmse], cbs=[ShowGraph(), PredictionDynamics(alpha=.5, size=75)])\n",
    "with ContextManagers([learn.no_logging()]): \n",
    "    learn.fit_one_cycle(300, 3e-4)\n",
    "learn.plot_metrics()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With this new addition there's something else to do while a model is training. You can get a better understanding of things like: \n",
    "\n",
    "* what are the easiest/ most difficult classes?\n",
    "* is the model really focusing on the most frequent classes?\n",
    "* how stable is training? how much change is there from epoch to epoch?\n",
    "* how does the loss function impact predictions? (for example CrossEntropyLossFlat vs LabelSmoothingCrossEntropyFlat)\n",
    "* how does adding class weights (in imbalanced datasets) change predictions?\n",
    "and many more\n",
    "....\n",
    "\n",
    "I really encourage you to use PredictionDynamics with your own datasets and share your experience.\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
